diff --git a/experiments/Experiments.ipynb b/experiments/Experiments.ipynb index f081563..d3627e2 100644 --- a/experiments/Experiments.ipynb +++ b/experiments/Experiments.ipynb @@ -19,11 +19,6 @@ }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "## Inhaltsverzeichnis\n", "\n", @@ -70,22 +65,28 @@ " \n", " \n", "\n", - "7. Training\n", - "\n", "8. Analyse der KI\n", + " Model Erstellung\n", + " Model Training\n", + " Training des Modells mit Routen als Linien\n", + " Betrachtung des trainierten Models mit Routen als Linien\n", + " Training mit routen als liste von Wendepunkten\n", + " Betrachtung des trainierten Models mit Routen als Liste von Kurswechselpositionen.\n", "\n", - "9. Ausblick\n", + "9. Ausblick und Reflektion\n", " \n", - "10. Literaturverzeichnis" - ] - }, - { - "cell_type": "markdown", + "10. Literaturverzeichnis\n", + "11. Eigentständigkeitserklärung" + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, + } + }, + { + "cell_type": "markdown", "source": [ "## Einleitung\n", "\n", @@ -143,15 +144,16 @@ " \n", "Hier wird die Annahme getroffen das sich ANNs von einem Datensatz auf dem anderen Übertragen lassen.\n", "Der Aufwand für künstliche Scenarios wird hierbei als geringer eingestuft und daher gewählt." - ] - }, - { - "cell_type": "markdown", + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, + } + }, + { + "cell_type": "markdown", "source": [ "## Vorbereitungen\n", "\n", @@ -186,28 +188,30 @@ "\n", "9. `black`\\\n", " Der `black` code Formatier wurde genutzt um den Code in diesem Notebook zu Formatieren." - ] - }, - { - "cell_type": "markdown", + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, + } + }, + { + "cell_type": "markdown", "source": [ "#### Imports\n", "Importiert die Imports the necessary packages from python and pypi." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, + "execution_count": null, "outputs": [], "source": [ "import sys\n", @@ -231,37 +235,31 @@ "# os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"-1\" \n", "import tensorflow as tf\n", "import humanize" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Definiert den Pfad an dem das Jupyter Notebook ausgeführt werden soll.\n", - "Importiert die pyrate module. Wird nur ausgeführt, wenn innerhalb des Pyrate Containers ausgeführt." - ] - }, - { - "cell_type": "code", - "execution_count": 2, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "C:\\Users\\phorstenkamp\\PycharmProjects\\ml-programmierproject\n" - ] - } + } + }, + { + "cell_type": "markdown", + "source": [ + "Definiert den Pfad an dem das Jupyter Notebook ausgeführt werden soll.\n", + "Importiert die pyrate module. Wird nur ausgeführt, wenn innerhalb des Pyrate Containers ausgeführt." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "# Import route generation if started in the docker container\n", "if os.getenv(\"PYRATE\"):\n", @@ -272,16 +270,17 @@ "# Protection against multi execution\n", "if not os.path.exists(\"experiments\"):\n", " %cd ../" - ] - }, - { - "cell_type": "code", - "execution_count": 3, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, + } + }, + { + "cell_type": "code", + "execution_count": null, "outputs": [], "source": [ "if os.getenv(\"PYRATE\"):\n", @@ -291,43 +290,46 @@ "\n", " # Disables verbose outputs from the pyrate library.\n", " experiments.optimization_param.verbose = False" - ] - }, - { - "cell_type": "code", - "execution_count": 4, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, + } + }, + { + "cell_type": "code", + "execution_count": null, "outputs": [], "source": [ "# Activate pandas for tqdm\n", "tqdm.pandas()" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "#### Parameter und Settings\n", "\n", "In der nachfolgenden Sektion werden verschiedene Parameter gesetzt. Zum Beispiel die Skala auf der Routen generiert werden, das äußere Limit für mögliche Ziele und die Minimaldiestanz von Zielen zum Startpunkt." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, + "execution_count": null, "outputs": [], "source": [ "# The scale the route should lie in. Only a mathematical limit.\n", @@ -364,15 +366,16 @@ "BATCH_SIZE: Final[int] = 32\n", " \n", "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "## Szenarien und Routen Generieren\n", "\n", @@ -396,16 +399,17 @@ "\n", "So wird eine festgelegte Anzahl von Polygonen generiert.\n", "Setzt man vor dem Generieren des ersten Polygons eines Scenarios eine random seed über `np.random.seed` so erhält man zu jedem seed ein eindeutiges mange an Polygonen wenn auch alle anderen Parameter übereinstimmen. Diese Polygon-mange hat nun mit hoher Wahrscheinlichkeit überlappende Polygone. Dies ist für den Algorithmus des Sailing Teams Darmstadt e.V. ein Problem. Die Shapley Bibliothek besitzt eine Union function die Vereinigungsmengen von Polygonen bildet wenn möglich. So erhält man eine reduzierte mange an Polygonen. Diese kann später an einen Solver übergeben werden." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, + "execution_count": null, "outputs": [], "source": [ "# https://stackoverflow.com/questions/16444719/python-numpy-complex-numbers-is-there-a-function-for-polar-to-rectangular-co\n", @@ -423,31 +427,18 @@ " An array of cartesian coordinates.\n", " \"\"\"\n", " return radii * np.exp(2j * perigons * np.pi)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "def random_polygon(\n", " radius_mean: float = 2,\n", @@ -482,15 +473,16 @@ "\n", "np.random.seed(42)\n", "random_polygon()" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "### Parameter zum Generieren der Karte\n", "\n", @@ -498,16 +490,17 @@ "* `radius_mean = 2` \n", "* `radius_sigma = 1`\n", "* `number_of_polygons = 40`" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, + "execution_count": null, "outputs": [], "source": [ "def generate_obstacles(\n", @@ -547,15 +540,16 @@ " # build unions of all polygons\n", " polygon_list = list(unary_union(polygons).geoms)\n", " return {str(i): p for i, p in enumerate(polygon_list)}" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "### Generieren des Zieles\n", "\n", @@ -563,25 +557,18 @@ "Die so generierte Zielposition wird danach auf Plausibilität überprüft. Folgende Prüfungen finden statt:\n", "1. Es wird sichergestellt dass, das Ziel nicht in oder an einem Hindernis liegt.\n", "1. Eine Minimaldistanz in x und y wird sichergestellt. Leider ist hier ein Fehler passiert. Anstelle die Summe der absoluten Distanz zu prüfen wurden die Distanzen für X und Y separat geprüft was verhindert, das Ziele über, unter und neben dem Startpunkt gefunden werden können. Zielpunkte werden nur in den äußeren vier Quadranten gefundene. Bedauerlicherweise ist dies erst aufgefallen als schon zu viel Zeit vergangen war und die Daten nicht neu generiert werden konnten. Dies sollte aber zumindest das Konzept dieser KI nicht beeinflussen. Wohl aber ihre direkte anwendbarkeit." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "POINT (-61 31)\n" - ] - } - ], + "execution_count": null, + "outputs": [], "source": [ "def generate_destination(\n", " obstacles: dict[str, Polygon],\n", @@ -614,25 +601,27 @@ "\n", "\n", "print(generate_destination(generate_obstacles(42), 42))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [] - }, - { - "cell_type": "code", - "execution_count": 10, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, + } + }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, "outputs": [], "source": [ "def plot_situation(\n", @@ -706,56 +695,31 @@ " by_label = dict(zip(labels, handles))\n", " plt.legend(by_label.values(), by_label.keys())\n", " return None" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Die aus den Seeds 0 - 11 generierten Karten werden unten angezeigt um Beispiele der von der KI zu Lösenden Scenario zu zeigen.\n", - "Wird dieses Notebook im Pyrate Docker Container ausgeführt werden auch die Routen eingezeichnet." - ] - }, - { - "cell_type": "code", - "execution_count": 11, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "471aaae6b5b44e89839b0dd656fb96d1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/12 [00:00" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } + } + }, + { + "cell_type": "markdown", + "source": [ + "Die aus den Seeds 0 - 11 generierten Karten werden unten angezeigt um Beispiele der von der KI zu Lösenden Scenario zu zeigen.\n", + "Wird dieses Notebook im Pyrate Docker Container ausgeführt werden auch die Routen eingezeichnet." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "if not NO_SHOW:\n", " # create a subplot with 12 routes.\n", @@ -789,30 +753,32 @@ " legend=(seed == 0),\n", " )\n", " plt.show()" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "### Das Normieren der Scenarios\n", "\n", "Um für ein neuronales Netz Verständlich zu sein ist es immer einfacher, wenn ein Input normieren ist. Hier wurde sich entschieden die Scenarios, als Bilddaten zu normieren. 128 x 128 Pixel sind wesentlich gleichförmiger als eine Mange von maximal 40 Polygonen mit unterschiedlichen Formen. Daher verwandelt die folgende Funktion die mit den Oben definierten Funktionen genierten Scenarios Datensätze in eine Bildform. Rot ist dabei das Hindernis. Grün das Ziel und Blau die Route. Entweder als Linie oder als Punkt, wenn die Route sich ändert.\n", "Für diesen code wurde sich am folgenden Beispiel orientiert. https://programtalk.com/python-examples/PIL.ImageDraw.Draw.polygon/" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, + "execution_count": null, "outputs": [], "source": [ "def generate_image_from_map(\n", @@ -879,16 +845,17 @@ " (0, 0xFF, 0),\n", " )\n", " return img" - ] - }, - { - "cell_type": "code", - "execution_count": 13, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, + } + }, + { + "cell_type": "code", + "execution_count": null, "outputs": [], "source": [ "def generate_example_image(route_type: Literal[\"line\", \"dot\"]):\n", @@ -923,41 +890,30 @@ " route=route,\n", " route_type=route_type,\n", " )" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Nachfolgend werden zwei solcher Scenarios Bilder gezeigt. Zuerst aber wird zum Vergleich das Scenario mit dem Seed 42 als Karte dargestellt, um den Unterschied zu zeigen." - ] - }, - { - "cell_type": "code", - "execution_count": 14, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } + } + }, + { + "cell_type": "markdown", + "source": [ + "Nachfolgend werden zwei solcher Scenarios Bilder gezeigt. Zuerst aber wird zum Vergleich das Scenario mit dem Seed 42 als Karte dargestellt, um den Unterschied zu zeigen." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "if not NO_SHOW:\n", " # set the default seed of 42\n", @@ -991,106 +947,88 @@ " legend=seed == 0,\n", " )\n", " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Zeigt das Scenario mit dem Seed 42 mit eingezeichneten Wendepunkten, wenn dieses Notebook im Pyrate Docker Container ausgeführt wurde. Wichtig zu beachten ist in dieser Darstellung die Drehung des Vorzeichens der Y Achse was zu einer Horizontalen Spiegelung der Darstellung führt." - ] - }, - { - "cell_type": "code", - "execution_count": 15, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } + } + }, + { + "cell_type": "markdown", + "source": [ + "Zeigt das Scenario mit dem Seed 42 mit eingezeichneten Wendepunkten, wenn dieses Notebook im Pyrate Docker Container ausgeführt wurde. Wichtig zu beachten ist in dieser Darstellung die Drehung des Vorzeichens der Y Achse was zu einer Horizontalen Spiegelung der Darstellung führt." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "generate_example_image(route_type=\"dot\").resize(\n", " (IMG_SHOW_SIZE, IMG_SHOW_SIZE), Image.Resampling.BICUBIC\n", ")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Zeigt das Scenario mit dem Seed 42 mit eingezeichneten Wendepunkten, wenn dieses Notebook im Pyrate Docker Container ausgeführt wurde." - ] - }, - { - "cell_type": "code", - "execution_count": 16, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } + } + }, + { + "cell_type": "markdown", + "source": [ + "Zeigt das Scenario mit dem Seed 42 mit eingezeichneten Wendepunkten, wenn dieses Notebook im Pyrate Docker Container ausgeführt wurde." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "generate_example_image(route_type=\"line\").resize(\n", " (IMG_SHOW_SIZE, IMG_SHOW_SIZE), Image.Resampling.BICUBIC\n", ")" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "### Massengenerierung von Daten\n", "\n", "Die oben definierten Funktionen generieren immer einen Datensatz.\n", "Die folgenden Funktionen definieren einen einzelnen Datensatz als `pd.Series` einer einzelnen Zeile in einem `pd.DataFrame`. Die so erzeugten Datensatze werden in `pd.DataFrames` zusammengefasst. Hier wurde eine Anzahl von 50 Datensätzen auf einmal gewählt. Diese werden dann gespeichert, um danach mehr Daten zu generieren. Da der Wegfindealgorithmus immer noch experimentell ist, werden Wege die nicht gefunden worden oder bei deren finden ein Fehler auftritt werden mit `NaN` gefüllt." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, + "execution_count": null, "outputs": [], "source": [ "def generate_all_to_series(\n", @@ -1142,230 +1080,30 @@ " },\n", " name=str(seed),\n", " )" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Nachfolgend wird ein kurzes Beispiel eines solchen `pd.DataFrame` angezeigt." - ] - }, - { - "cell_type": "code", - "execution_count": 18, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2e04ae86ab574b048932cbe285af1687", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/12 [00:00\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
obstaclesdestination_xdestination_yimageroutecost
seed
0{'0': POLYGON ((-17.62168766659423 -98.3692662...-66.0-54.0<NA><NA><NA>
1{'0': POLYGON ((-97.82715137072381 -82.2211677...-38.065.0<NA><NA><NA>
2{'0': POLYGON ((-46.23706006792075 -76.7569948...73.049.0<NA><NA><NA>
3{'0': POLYGON ((-7.4210414351932155 -83.111096...31.056.0<NA><NA><NA>
4{'0': POLYGON ((-77.97638439917915 -70.2390972...47.054.0<NA><NA><NA>
5{'0': POLYGON ((-71.45682729091783 -138.627922...-67.037.0<NA><NA><NA>
6{'0': POLYGON ((-76.20025009472265 -92.9434076...-67.055.0<NA><NA><NA>
7{'0': POLYGON ((10.806865516434499 -102.670968...67.0-52.0<NA><NA><NA>
8{'0': POLYGON ((-38.740101054728726 -89.986420...58.061.0<NA><NA><NA>
9{'0': POLYGON ((-28.332925461055822 -73.516031...45.0-63.0<NA><NA><NA>
10{'0': POLYGON ((-42.90670292182745 -82.5864109...38.048.0<NA><NA><NA>
11{'0': POLYGON ((-124.01583316741481 -73.449792...-48.0-31.0<NA><NA><NA>
\n", - "" - ], - "text/plain": [ - " obstacles destination_x \\\n", - "seed \n", - "0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n", - "1 {'0': POLYGON ((-97.82715137072381 -82.2211677... -38.0 \n", - "2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n", - "3 {'0': POLYGON ((-7.4210414351932155 -83.111096... 31.0 \n", - "4 {'0': POLYGON ((-77.97638439917915 -70.2390972... 47.0 \n", - "5 {'0': POLYGON ((-71.45682729091783 -138.627922... -67.0 \n", - "6 {'0': POLYGON ((-76.20025009472265 -92.9434076... -67.0 \n", - "7 {'0': POLYGON ((10.806865516434499 -102.670968... 67.0 \n", - "8 {'0': POLYGON ((-38.740101054728726 -89.986420... 58.0 \n", - "9 {'0': POLYGON ((-28.332925461055822 -73.516031... 45.0 \n", - "10 {'0': POLYGON ((-42.90670292182745 -82.5864109... 38.0 \n", - "11 {'0': POLYGON ((-124.01583316741481 -73.449792... -48.0 \n", - "\n", - " destination_y image route cost \n", - "seed \n", - "0 -54.0 \n", - "1 65.0 \n", - "2 49.0 \n", - "3 56.0 \n", - "4 54.0 \n", - "5 37.0 \n", - "6 55.0 \n", - "7 -52.0 \n", - "8 61.0 \n", - "9 -63.0 \n", - "10 48.0 \n", - "11 -31.0 " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } + } + }, + { + "cell_type": "markdown", + "source": [ + "Nachfolgend wird ein kurzes Beispiel eines solchen `pd.DataFrame` angezeigt." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "if not NO_SHOW:\n", " df = pd.DataFrame(\n", @@ -1378,38 +1116,41 @@ " df = None\n", " print(\"No data generated or cached!\")\n", "df" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Die folgende Zelle ist Verantwortlich für das massenweise Generieren von Trainingsdaten. Sie kann entweder so eingestellt werden das nur eine einzige Batch aus 50 neuen Datensätzen generiert werden soll oder eine ganze Reihe von Batches. Sind nicht alle anforderungen zun Ausführen der Zelle erfüllt, wird sie automatische übersprungen." - ] - }, - { - "cell_type": "code", - "execution_count": 19, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, + } + }, + { + "cell_type": "markdown", + "source": [ + "\n" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "Die folgende Zelle ist Verantwortlich für das massenweise Generieren von Trainingsdaten. Sie kann entweder so eingestellt werden das nur eine einzige Batch aus 50 neuen Datensätzen generiert werden soll oder eine ganze Reihe von Batches. Sind nicht alle anforderungen zun Ausführen der Zelle erfüllt, wird sie automatische übersprungen." + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, "outputs": [], "source": [ "# Skips the following cell if the code can't be executed.\n", @@ -1449,15 +1190,16 @@ " # break the loop if only a single block of data should be generated.\n", " if not continues:\n", " break" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "### Daten Zusammenfassen\n", "\n", @@ -1468,233 +1210,18 @@ "* Startpunkt $P(0, 0)$ ist von Hindernissen eingeschlossen\n", "* Der Zielpunkt ist von Hindernissen eingeschlossen\n", "* Fehler im Algorithmus der die Routen generiert" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "64ebf28a3db245f5bc8b3c2019e8c8d1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/500 [00:00\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
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.....................
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\n", - "" - ], - "text/plain": [ - " obstacles destination_x \\\n", - "seed \n", - "0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n", - "1 {'0': POLYGON ((-97.82715137072381 -82.2211677... -38.0 \n", - "2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n", - "3 {'0': POLYGON ((-7.4210414351932155 -83.111096... 31.0 \n", - "4 {'0': POLYGON ((-77.97638439917915 -70.2390972... 47.0 \n", - "... ... ... \n", - "25045 {'0': POLYGON ((-80.44890007800937 -70.4569634... -67.0 \n", - "25046 {'0': POLYGON ((-63.55966988255701 -93.6258511... -44.0 \n", - "25047 {'0': POLYGON ((-63.7334990739641 -93.02063274... -34.0 \n", - "25048 {'0': POLYGON ((-66.53560391342282 -88.9214851... -34.0 \n", - "25049 {'0': POLYGON ((-31.03667561920566 -52.0295076... 49.0 \n", - "\n", - " destination_y image route \\\n", - "seed \n", - "0 -54.0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... \n", - "1 65.0 [[0.0, 0.0], [-38.0, 65.0]] \n", - "2 49.0 [[0.0, 0.0], [43.20648551245758, 31.2114102262... \n", - "3 56.0 [[0.0, 0.0], [5.303962239032221, 10.6856391688... \n", - "4 54.0 [[0.0, 0.0], [4.691900284503645, -5.4114328014... \n", - "... ... ... ... \n", - "25045 -27.0 [[0.0, 0.0], [-4.984525555905634, 5.2282410983... \n", - "25046 -65.0 [[0.0, 0.0], [-4.3999999999999995, -6.50000000... \n", - "25047 47.0 [[0.0, 0.0], [-14.236853557702911, 5.258136784... \n", - "25048 29.0 [[0.0, 0.0], [-34.0, 29.0]] \n", - "25049 59.0 [[0.0, 0.0], [49.0, 59.0]] \n", - "\n", - " cost \n", - "seed \n", - "0 100.151629 \n", - "1 75292.761936 \n", - "2 18967.522925 \n", - "3 63200.630758 \n", - "4 28914.654143 \n", - "... ... \n", - "25045 309.600598 \n", - "25046 191.114502 \n", - "25047 38963.48483 \n", - "25048 152.757587 \n", - "25049 1438.645384 \n", - "\n", - "[23280 rows x 6 columns]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "outputs": [], "source": [ "DATA_COLLECTION_PATH: Final[str] = \"data/collected.pickle\"\n", "\n", @@ -1719,15 +1246,16 @@ "print(f\"{number_of_routes: 8} routes collected\")\n", "collected_data.to_pickle(DATA_COLLECTION_PATH)\n", "collected_data" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "### Daten Filtern\n", "\n", @@ -1736,25 +1264,18 @@ "#### Die Route verlässt die Karte\n", "\n", "Das Generieren von Heatmaps von Segelrouten erfordert, das sich das mögliche Ergebnis sinnvoll darstellen lässt. Dazu muss die Route vollständig im definierten Bereich liegen. Alle Routen, die die Karte verlassen werden, weggelassen." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "23280 - 102 = 23178 sets of data remaining.\n" - ] - } - ], + "execution_count": null, + "outputs": [], "source": [ "def check_route_in_bounds(route):\n", " \"\"\"\n", @@ -1801,38 +1322,32 @@ "\n", "# delete variables that where only used inside this cell\n", "del data_before, data_after, filtered, df_filter" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "#### Routen auf Fehler überprüfen\n", "\n", "Ein bug in der Routenfindung hat zu selbstschneidung der Routen geführt dieser wurde beim Sailing Team Darmstadt e.V. behoben. In den ersten ca. 27000 datensätzen gibt es dennoch Selbstschneidungen der Routen. Diese werden hier erkannt und da nicht Representative und nicht richtig aus diesem Datensatz herausgenommen." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "23178 - 2080 = 21098 sets of data remaining.\n" - ] - } - ], + "execution_count": null, + "outputs": [], "source": [ "def check_route_self_crossing(route):\n", " \"\"\"\n", @@ -1867,40 +1382,34 @@ "\n", "# delete variables that where only used inside this cell\n", "del data_before, data_after" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "#### Filter der Routen nach Kosten\n", "\n", "Einige der Routen haben trotz einer Erfolgreichen wegfindung enorm hohe kosten. Kosten werden beim Generieren der route mitberechnet und sind was bei dem Routen generierenden Gradientenabstiegsverfahren optimiert worden. Sie setzen sich zusammen aus Segelzeit und Risiken. Außerordentlich hohe Kosten legen daher entwendet nahe, dass keine gute Route gefunden werden konnte oder das die gefundene Route zu einem schlechten Lokalen Minimum konvergiert hat. Daher werden die teuersten $5\\%$ der Routen weggelassen.\n", "\n", "Die folgende Route berechnet das $95\\%$ Quantil und errechnet wie viele Einträge über $95\\%$ liegen." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1054 entries over the 0.95 quantile at 39452.885\n" - ] - } - ], + "execution_count": null, + "outputs": [], "source": [ "QUANTILE_LIMIT: Final[float] = 0.95\n", "if \"DATA_UPPER_LIMIT_QUANTIL\" not in locals():\n", @@ -1912,95 +1421,59 @@ "print(\n", " f\"{OVER_QUANTILE} entries over the {QUANTILE_LIMIT} quantile at {DATA_UPPER_LIMIT_QUANTIL:.3f}\"\n", ")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Der folgende Codeschnipsel berechnet das Histogramm der Kosten. Wie wenig repräsentativ die höchsten $5\\%$ der Kosten sind, ist direkt ersichtlich." - ] - }, - { - "cell_type": "code", - "execution_count": 24, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } + } + }, + { + "cell_type": "markdown", + "source": [ + "Der folgende Codeschnipsel berechnet das Histogramm der Kosten. Wie wenig repräsentativ die höchsten $5\\%$ der Kosten sind, ist direkt ersichtlich." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "collected_data[\"cost\"].plot.hist(bins=15, log=True)\n", "plt.axvline(x=DATA_UPPER_LIMIT_QUANTIL, color=\"RED\", label=\"95% Quantil\")\n", "plt.legend()\n", "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Nachfolgend werden einige der Route mit sehr hohen Kosten gezeigt. Die Meisten kommen dem Land sehr nahe oder Segeln sehr stark gegen den Wind." - ] - }, - { - "cell_type": "code", - "execution_count": 25, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0a5483812f414b5582f655171e9aa726", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/12 [00:00" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } + } + }, + { + "cell_type": "markdown", + "source": [ + "Nachfolgend werden einige der Route mit sehr hohen Kosten gezeigt. Die Meisten kommen dem Land sehr nahe oder Segeln sehr stark gegen den Wind." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "plt.figure(figsize=(15, 25))\n", "for count, (seed, row) in tqdm(\n", @@ -2022,312 +1495,99 @@ " title=f\"Cost: {row.cost}\",\n", " )\n", "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Die Daten werden nun beim $95\\%$ Quantil der Kosten gefiltert." - ] - }, - { - "cell_type": "code", - "execution_count": 26, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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$95\\%$ Quantil der Kosten gefiltert." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "collected_data = collected_data.loc[collected_data[\"cost\"] < DATA_UPPER_LIMIT_QUANTIL]\n", "collected_data" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Ein neues Histogramm der Kostenfunktion wird geplottet." - ] - }, - { - "cell_type": "code", - "execution_count": 27, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } + } + }, + { + "cell_type": "markdown", + "source": [ + "Ein neues Histogramm der Kostenfunktion wird geplottet." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "collected_data[\"cost\"].plot.hist(log=True)\n", "plt.title(\"Route costs cut at the 95% quantile\")\n", "plt.show()" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "#### Filter der Routen nach Komplexität" - ] - }, - { - "cell_type": "markdown", + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, + } + }, + { + "cell_type": "markdown", "source": [ "Gegenüber den Routen mit zu hohen Kosten stehen die Routen mit zu geringen Kosten. Daher werden als nächsten Routen mit zu niedrigen Kosten betrachtet.\n", "Nachfolgend ist eine Auswahl solcher günstiger Routen angezeigt. Es fällt auf das all diese Routen direkt sind.\n", "Eine betrachtung der Verteilung der Routenpunkte ist daher notwendig." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "def get_route_points(data):\n", " \"\"\"\n", @@ -2390,36 +1638,30 @@ "route_points.plot.hist()\n", "plt.title(\"Route complexity in intermediate points\")\n", "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Bei der oben angezeigten Komplexität wird, deutlich das diese teilweise etwas noch ist. Hier wird ein Limit von 15 eingeführt." - ] - }, - { - "cell_type": "code", - "execution_count": 30, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "20043 - 979 = 19064 if only routes with less then 15 course changes remain.\n" - ] - } + } + }, + { + "cell_type": "markdown", + "source": [ + "Bei der oben angezeigten Komplexität wird, deutlich das diese teilweise etwas noch ist. Hier wird ein Limit von 15 eingeführt." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "routes_before = len(collected_data.index)\n", "collected_data = collected_data[route_points <= 15]\n", @@ -2428,73 +1670,56 @@ " f\"{routes_before} - {routes_before - routes_after} = {routes_after} \"\n", " f\"if only routes with less then 15 course changes remain.\"\n", ")" - ] - }, - { - "cell_type": "code", - "execution_count": 31, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "get_route_points(collected_data).plot.hist(bins=15)\n", "plt.title(\"Route complexity in intermediate points\")\n", "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Die nun reduzierte Anzahl der Routen enthält eine zwar Representative mange an sehr einfachen Routen. Da das Ergebnis dieser Routen aber eine lehre, Heat Map für Kursänderungen ist, muss hier deutlich reduziert werden sodas sie nur einen angegebenen anteil am Gesamtvolumen ausmachen. Dieser Anteil wurde hier auf $5\\%$ gesetzt." - ] - }, - { - "cell_type": "code", - "execution_count": 32, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Limiting simple cases to 5.0% of the total routes. Reducing simple routes to 11.3% of their volume.\n" - ] + } + }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" } + } + }, + { + "cell_type": "markdown", + "source": [ + "Die nun reduzierte Anzahl der Routen enthält eine zwar Representative mange an sehr einfachen Routen. Da das Ergebnis dieser Routen aber eine lehre, Heat Map für Kursänderungen ist, muss hier deutlich reduziert werden sodas sie nur einen angegebenen anteil am Gesamtvolumen ausmachen. Dieser Anteil wurde hier auf $5\\%$ gesetzt." ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "# Define the upper limit of the percentage easy routes should reach\n", "LIMIT_SIMPLE_CASES = 0.05\n", @@ -2508,27 +1733,29 @@ "print(\n", " f\"Limiting simple cases to {LIMIT_SIMPLE_CASES * 100:.1f}% of the total routes. Reducing simple routes to {(chance_limit * 100):.1f}% of their volume.\"\n", ")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Der folgende Abschnitt setzt das oben aufgestellte limit um." - ] - }, - { - "cell_type": "code", - "execution_count": 33, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, + } + }, + { + "cell_type": "markdown", + "source": [ + "Der folgende Abschnitt setzt das oben aufgestellte limit um." + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, "outputs": [], "source": [ "np.random.seed = 0\n", @@ -2539,286 +1766,85 @@ " )\n", "]\n", "del chance_limit" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Die so veränderte distribution der Routenkomplexität sieht dann so aus." - ] - }, - { - "cell_type": "code", - "execution_count": 34, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "image/png": 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Die so transformierten daten werden dann zusammengefasst und in ein `tf.Dataset` konvertiert werden welches von Pandas genau für solche Fälle vorgesehen wird. Es gibt dort auch andere Methoden wie zum Beispiel die methode `tf.keras.utils.image_dataset_from_directory`. Bei diesem Problem besteht aber die Hoffnung, das auch ohne solche Methoden der RAM ausreicht und die Daten nicht immer wieder neu von der Festplatte gelesen werden müssen." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, + "execution_count": null, "outputs": [], "source": [ "def generate_image_maps(row, route_type: Literal[\"dot\", \"line\"]):\n", @@ -2854,180 +1880,149 @@ " # integer divide to ensure all values are between 0 and 1\n", " img = img // 0xFF\n", " return img" - ] - }, - { - "cell_type": "code", - "execution_count": 37, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, + } + }, + { + "cell_type": "code", + "execution_count": null, "outputs": [], "source": [ "# drop the image column to save some space in the dataset\n", "if \"image\" in collected_data.columns:\n", " del collected_data[\"image\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 38, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, + } + }, + { + "cell_type": "code", + "execution_count": null, "outputs": [], "source": [ "# save the collected and filtered data into a pickle file to load again later and flush the ram a bit.\n", "DATA_WITH_IMG_PATH: Final[str] = \"data/collected_and_filtered.pickle\"\n", "collected_data.to_pickle(DATA_WITH_IMG_PATH)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "92abb9a58fd442e2bc8099dfe194a617", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/11883 [00:00" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "outputs": [], "source": [ "def model_generator() -> tf.keras.Model:\n", " \"\"\"Creates an initial sequential model.\n", @@ -3279,27 +2267,29 @@ " return tf.keras.Model(inputs=inputs, outputs=reshaped)\n", "\n", "tf.keras.utils.plot_model(model_generator(), show_shapes=True, dpi=64)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Um mehr Kontrolle über den Lernprozess zu haben werden drei Callbacks verwendet. Der EarlyStopping Callback verhindert vor allem das Verschwenden von Rechenzeit, indem er den Lernvorgang abbricht, wenn eine weile keine Verbesserung gefunden wurde. Verschlechtert sich die beobachtete Metric wird der Lernvorgang abgebrochen. Zudem wird das beste Ergebnis wieder hergestellt was Oberfitting verhindert." - ] - }, - { - "cell_type": "code", - "execution_count": 47, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, + } + }, + { + "cell_type": "markdown", + "source": [ + "Um mehr Kontrolle über den Lernprozess zu haben werden drei Callbacks verwendet. Der EarlyStopping Callback verhindert vor allem das Verschwenden von Rechenzeit, indem er den Lernvorgang abbricht, wenn eine weile keine Verbesserung gefunden wurde. Verschlechtert sich die beobachtete Metric wird der Lernvorgang abgebrochen. Zudem wird das beste Ergebnis wieder hergestellt was Oberfitting verhindert." + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, "outputs": [], "source": [ "early_stop = tf.keras.callbacks.EarlyStopping(\n", @@ -3310,70 +2300,46 @@ " mode=\"auto\",\n", " restore_best_weights=True,\n", ")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Die Lernrate kann mit der nachfolgenden Methode gesenkt werden damit eventuelle Platues überwunden werden können." - ] - }, - { - "cell_type": "code", - "execution_count": 48, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, + } + }, + { + "cell_type": "markdown", + "source": [ + "Die Lernrate kann mit der nachfolgenden Methode gesenkt werden damit eventuelle Platues überwunden werden können." + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, "outputs": [], "source": [ "reduce_learning_rate = tf.keras.callbacks.ReduceLROnPlateau(\n", " monitor=\"loss\", factor=0.2, patience=3, min_lr=0.001, verbose=1\n", ")" - ] - }, - { - "cell_type": "code", - "execution_count": 49, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "de19e8ca091e4dd8ae6e6acac8134c38", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/3 [00:00" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "plt.figure(figsize=(17.5, 25))\n", "np_array = np.flip(collected_routes[1, :, :, :], axis=0)\n", @@ -3381,10 +2347,17 @@ "for chanel in tqdm(range(3)):\n", " plt.subplot(1, 4, chanel + 1)\n", " plt.imshow(np_array[:, :, chanel], interpolation=\"nearest\")\n", + " plt.axis('off')\n", "plt.subplot(1, 4, 4)\n", "plt.imshow(0x88 * np_array[:, :, 0] + 0xFF * np_array[:, :, 2], interpolation=\"nearest\")\n", "plt.show()" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", @@ -3414,171 +2387,23 @@ }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "#### Training des Modells mit Routen als Linien\n", "\n", "Erstellt ein neues Model, Compiliert das Model und initialisiert die Schichten.\n", "Danach wird direkt das Training begonnen." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 50, - "metadata": { - "scrolled": false, - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/100\n", - "298/298 [==============================] - 41s 121ms/step - loss: 0.5813 - binary_crossentropy: 0.5813 - mean_squared_error: 0.1947 - mean_absolute_error: 0.4392 - val_loss: 0.5768 - val_binary_crossentropy: 0.5768 - val_mean_squared_error: 0.1922 - val_mean_absolute_error: 0.4381\n", - "Epoch 2/100\n", - "298/298 [==============================] - 40s 135ms/step - loss: 0.4316 - binary_crossentropy: 0.4316 - mean_squared_error: 0.1234 - mean_absolute_error: 0.3493 - val_loss: 0.3843 - val_binary_crossentropy: 0.3843 - val_mean_squared_error: 0.1022 - val_mean_absolute_error: 0.3182\n", - "Epoch 3/100\n", - "298/298 [==============================] - 41s 138ms/step - loss: 0.3156 - binary_crossentropy: 0.3156 - mean_squared_error: 0.0742 - mean_absolute_error: 0.2690 - val_loss: 0.2542 - val_binary_crossentropy: 0.2542 - val_mean_squared_error: 0.0514 - val_mean_absolute_error: 0.2225\n", - "Epoch 4/100\n", - "298/298 [==============================] - 40s 135ms/step - loss: 0.2213 - binary_crossentropy: 0.2213 - mean_squared_error: 0.0407 - mean_absolute_error: 0.1962 - val_loss: 0.1774 - val_binary_crossentropy: 0.1774 - val_mean_squared_error: 0.0279 - val_mean_absolute_error: 0.1599\n", - "Epoch 5/100\n", - "298/298 [==============================] - 38s 128ms/step - loss: 0.1515 - binary_crossentropy: 0.1515 - mean_squared_error: 0.0213 - mean_absolute_error: 0.1374 - val_loss: 0.1217 - val_binary_crossentropy: 0.1217 - val_mean_squared_error: 0.0148 - val_mean_absolute_error: 0.1110\n", - "Epoch 6/100\n", - "298/298 [==============================] - 38s 127ms/step - loss: 0.1026 - binary_crossentropy: 0.1026 - mean_squared_error: 0.0113 - mean_absolute_error: 0.0934 - val_loss: 0.0835 - val_binary_crossentropy: 0.0835 - val_mean_squared_error: 0.0083 - val_mean_absolute_error: 0.0754\n", - "Epoch 7/100\n", - "298/298 [==============================] - 36s 122ms/step - loss: 0.0697 - binary_crossentropy: 0.0697 - mean_squared_error: 0.0066 - mean_absolute_error: 0.0622 - val_loss: 0.0569 - val_binary_crossentropy: 0.0569 - val_mean_squared_error: 0.0052 - val_mean_absolute_error: 0.0495\n", - "Epoch 8/100\n", - "298/298 [==============================] - 36s 120ms/step - loss: 0.0483 - binary_crossentropy: 0.0483 - mean_squared_error: 0.0045 - mean_absolute_error: 0.0409 - val_loss: 0.0398 - val_binary_crossentropy: 0.0398 - val_mean_squared_error: 0.0039 - val_mean_absolute_error: 0.0322\n", - "Epoch 9/100\n", - "298/298 [==============================] - 36s 119ms/step - loss: 0.0349 - binary_crossentropy: 0.0349 - mean_squared_error: 0.0036 - mean_absolute_error: 0.0270 - val_loss: 0.0290 - val_binary_crossentropy: 0.0290 - val_mean_squared_error: 0.0034 - val_mean_absolute_error: 0.0207\n", - "Epoch 10/100\n", - "298/298 [==============================] - 35s 119ms/step - loss: 0.0267 - binary_crossentropy: 0.0267 - mean_squared_error: 0.0032 - mean_absolute_error: 0.0182 - val_loss: 0.0230 - val_binary_crossentropy: 0.0230 - val_mean_squared_error: 0.0032 - val_mean_absolute_error: 0.0139\n", - "Epoch 11/100\n", - "298/298 [==============================] - 35s 119ms/step - loss: 0.0219 - binary_crossentropy: 0.0219 - mean_squared_error: 0.0031 - mean_absolute_error: 0.0128 - val_loss: 0.0200 - val_binary_crossentropy: 0.0200 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0102\n", - "Epoch 12/100\n", - "298/298 [==============================] - 35s 119ms/step - loss: 0.0192 - binary_crossentropy: 0.0192 - mean_squared_error: 0.0031 - mean_absolute_error: 0.0097 - val_loss: 0.0183 - val_binary_crossentropy: 0.0183 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0078\n", - "Epoch 13/100\n", - "298/298 [==============================] - 36s 119ms/step - loss: 0.0178 - binary_crossentropy: 0.0178 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0079 - val_loss: 0.0174 - val_binary_crossentropy: 0.0174 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0060\n", - "Epoch 14/100\n", - "298/298 [==============================] - 36s 119ms/step - loss: 0.0170 - binary_crossentropy: 0.0170 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0071 - val_loss: 0.0171 - val_binary_crossentropy: 0.0171 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0055\n", - "Epoch 15/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0165 - binary_crossentropy: 0.0165 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0066 - val_loss: 0.0176 - val_binary_crossentropy: 0.0176 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0046\n", - "Epoch 16/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0161 - binary_crossentropy: 0.0161 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0064 - val_loss: 0.0165 - val_binary_crossentropy: 0.0165 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0052\n", - "Epoch 17/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0157 - binary_crossentropy: 0.0157 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0063 - val_loss: 0.0162 - val_binary_crossentropy: 0.0162 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0072\n", - "Epoch 18/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0155 - binary_crossentropy: 0.0155 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0062 - val_loss: 0.0166 - val_binary_crossentropy: 0.0166 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0049\n", - "Epoch 19/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0152 - binary_crossentropy: 0.0152 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0061 - val_loss: 0.0155 - val_binary_crossentropy: 0.0155 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0056\n", - "Epoch 20/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0150 - binary_crossentropy: 0.0150 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0061 - val_loss: 0.0209 - val_binary_crossentropy: 0.0209 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0039\n", - "Epoch 21/100\n", - "298/298 [==============================] - 39s 131ms/step - loss: 0.0147 - binary_crossentropy: 0.0147 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0061 - val_loss: 0.0152 - val_binary_crossentropy: 0.0152 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0074\n", - "Epoch 22/100\n", - "298/298 [==============================] - 36s 122ms/step - loss: 0.0143 - binary_crossentropy: 0.0143 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0061 - val_loss: 0.0289 - val_binary_crossentropy: 0.0289 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0037\n", - "Epoch 23/100\n", - "298/298 [==============================] - 35s 117ms/step - loss: 0.0138 - binary_crossentropy: 0.0138 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0060 - val_loss: 0.0188 - val_binary_crossentropy: 0.0188 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0045\n", - "Epoch 24/100\n", - "298/298 [==============================] - 35s 117ms/step - loss: 0.0133 - binary_crossentropy: 0.0133 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0060 - val_loss: 0.0144 - val_binary_crossentropy: 0.0144 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0057\n", - "Epoch 25/100\n", - "298/298 [==============================] - 35s 117ms/step - loss: 0.0130 - binary_crossentropy: 0.0130 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0059 - val_loss: 0.0154 - val_binary_crossentropy: 0.0154 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0059\n", - "Epoch 26/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0127 - binary_crossentropy: 0.0127 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0059 - val_loss: 0.0143 - val_binary_crossentropy: 0.0143 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0060\n", - "Epoch 27/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0125 - binary_crossentropy: 0.0125 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0058 - val_loss: 0.0134 - val_binary_crossentropy: 0.0134 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0077\n", - "Epoch 28/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0123 - binary_crossentropy: 0.0123 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0058 - val_loss: 0.0415 - val_binary_crossentropy: 0.0415 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0034\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 29/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0122 - binary_crossentropy: 0.0122 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0058 - val_loss: 0.0182 - val_binary_crossentropy: 0.0182 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0048\n", - "Epoch 30/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0120 - binary_crossentropy: 0.0120 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0058 - val_loss: 0.0134 - val_binary_crossentropy: 0.0134 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0056\n", - "Epoch 31/100\n", - "298/298 [==============================] - 35s 119ms/step - loss: 0.0119 - binary_crossentropy: 0.0119 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0057 - val_loss: 0.0133 - val_binary_crossentropy: 0.0133 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0060\n", - "Epoch 32/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0118 - binary_crossentropy: 0.0118 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0057 - val_loss: 0.0136 - val_binary_crossentropy: 0.0136 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0072\n", - "Epoch 33/100\n", - "298/298 [==============================] - 35s 119ms/step - loss: 0.0117 - binary_crossentropy: 0.0117 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0057 - val_loss: 0.0129 - val_binary_crossentropy: 0.0129 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0060\n", - "Epoch 34/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0116 - binary_crossentropy: 0.0116 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0057 - val_loss: 0.0165 - val_binary_crossentropy: 0.0165 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0059\n", - "Epoch 35/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0115 - binary_crossentropy: 0.0115 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0057 - val_loss: 0.0301 - val_binary_crossentropy: 0.0301 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0042\n", - "Epoch 36/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0114 - binary_crossentropy: 0.0114 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0169 - val_binary_crossentropy: 0.0169 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0044\n", - "Epoch 37/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0113 - binary_crossentropy: 0.0113 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0262 - val_binary_crossentropy: 0.0262 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0038\n", - "Epoch 38/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0112 - binary_crossentropy: 0.0112 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0320 - val_binary_crossentropy: 0.0320 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0040\n", - "Epoch 39/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0111 - binary_crossentropy: 0.0111 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0143 - val_binary_crossentropy: 0.0143 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0051\n", - "Epoch 40/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0111 - binary_crossentropy: 0.0111 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0331 - val_binary_crossentropy: 0.0331 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0042\n", - "Epoch 41/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0110 - binary_crossentropy: 0.0110 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0131 - val_binary_crossentropy: 0.0131 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0061\n", - "Epoch 42/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0109 - binary_crossentropy: 0.0109 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0154 - val_binary_crossentropy: 0.0154 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0047\n", - "Epoch 43/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0108 - binary_crossentropy: 0.0108 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0055 - val_loss: 0.0129 - val_binary_crossentropy: 0.0129 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0060\n", - "Epoch 44/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0108 - binary_crossentropy: 0.0108 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0055 - val_loss: 0.0154 - val_binary_crossentropy: 0.0154 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0051\n", - "Epoch 45/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0107 - binary_crossentropy: 0.0107 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0055 - val_loss: 0.0188 - val_binary_crossentropy: 0.0188 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0042\n", - "Epoch 46/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0106 - binary_crossentropy: 0.0106 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0055 - val_loss: 0.0238 - val_binary_crossentropy: 0.0238 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0039\n", - "Epoch 47/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0106 - binary_crossentropy: 0.0106 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0055 - val_loss: 0.0137 - val_binary_crossentropy: 0.0137 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0051\n", - "Epoch 48/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0105 - binary_crossentropy: 0.0105 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0055 - val_loss: 0.0155 - val_binary_crossentropy: 0.0155 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0060\n", - "Epoch 49/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0104 - binary_crossentropy: 0.0104 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0055 - val_loss: 0.0135 - val_binary_crossentropy: 0.0135 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0070\n", - "Epoch 50/100\n", - "298/298 [==============================] - 35s 117ms/step - loss: 0.0104 - binary_crossentropy: 0.0104 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0144 - val_binary_crossentropy: 0.0144 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0052\n", - "Epoch 51/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0103 - binary_crossentropy: 0.0103 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0127 - val_binary_crossentropy: 0.0127 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0066\n", - "Epoch 52/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0102 - binary_crossentropy: 0.0102 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0140 - val_binary_crossentropy: 0.0140 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0056\n", - "Epoch 53/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0102 - binary_crossentropy: 0.0102 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0185 - val_binary_crossentropy: 0.0185 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0055\n", - "Epoch 54/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0101 - binary_crossentropy: 0.0101 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0136 - val_binary_crossentropy: 0.0136 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0053\n", - "Epoch 55/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0101 - binary_crossentropy: 0.0101 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0260 - val_binary_crossentropy: 0.0260 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0047\n", - "Epoch 56/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0100 - binary_crossentropy: 0.0100 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0158 - val_binary_crossentropy: 0.0158 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0049\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 57/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0099 - binary_crossentropy: 0.0099 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0139 - val_binary_crossentropy: 0.0139 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0054\n", - "Epoch 58/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0099 - binary_crossentropy: 0.0099 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053 - val_loss: 0.0197 - val_binary_crossentropy: 0.0197 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0044\n", - "Epoch 59/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0099 - binary_crossentropy: 0.0099 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053 - val_loss: 0.0282 - val_binary_crossentropy: 0.0282 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0036\n", - "Epoch 60/100\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0098 - binary_crossentropy: 0.0098 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053 - val_loss: 0.0149 - val_binary_crossentropy: 0.0149 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0060\n", - "Epoch 61/100\n", - "298/298 [==============================] - ETA: 0s - loss: 0.0098 - binary_crossentropy: 0.0098 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053Restoring model weights from the end of the best epoch: 51.\n", - "298/298 [==============================] - 35s 118ms/step - loss: 0.0098 - binary_crossentropy: 0.0098 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053 - val_loss: 0.0148 - val_binary_crossentropy: 0.0148 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0059\n", - "Epoch 61: early stopping\n" - ] - } - ], + "execution_count": null, + "outputs": [], "source": [ "# Delete the generator variable if allrady defined. Saves some gpu memory,\n", "if 'generator' in globals():\n", @@ -3607,32 +2432,20 @@ " epochs=100,\n", " use_multiprocessing=False,\n", " workers=1,\n", - " callbacks=[early_stop, tf.keras.callbacks.TerminateOnNaN(),],\n", + " callbacks=[early_stop, tf.keras.callbacks.TerminateOnNaN()],\n", ")" - ] - }, - { - "cell_type": "code", - "execution_count": 52, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "def plot_history(history_data, metrics: str | list) -> None:\n", " \"\"\"Plot some metrics from a training history.\n", @@ -3673,7 +2486,13 @@ "plt.title('other metrics')\n", "\n", "plt.show()" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", @@ -3692,12 +2511,7 @@ }, { "cell_type": "code", - "execution_count": 53, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, + "execution_count": null, "outputs": [], "source": [ "def plot_predicted_data(model: tf.keras.Model, data: np.ndarray, pos=0) -> None:\n", @@ -3706,6 +2520,8 @@ " - The labeled situation.\n", " - The solution in context.\n", " - The prediction as a heat map.\n", + " \n", + " Flips everything for more consistency.\n", "\n", " Args:\n", " model: The trained model that should be visualised.\n", @@ -3729,7 +2545,12 @@ " workers=1,\n", " use_multiprocessing=False,\n", " )[0]\n", - "\n", + " \n", + " # flip for viewer consistency (Wind from north)\n", + " data = np.flip(collected_routes[pos, :, :, :], axis=0)\n", + " predicted = np.flip(predicted, axis=0)\n", + " plt.axis('off')\n", + " \n", " # Plots the original labeled data\n", " plt.subplot(1, 3, 1)\n", " plt.title(\"Original map\")\n", @@ -3748,7 +2569,13 @@ " plt.colorbar()\n", " plt.suptitle(f'Plot of the {tt} scenario with the index {pos if pos >= 0 else -pos - 1}')\n", " plt.show()\n" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", @@ -3765,315 +2592,64 @@ }, { "cell_type": "code", - "execution_count": 54, - "metadata": { - "scrolled": false, - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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2IrZExMMR8Z0m0/pi4IKIuD4itgNnk7XIHVzY5ryIeCgifgl8g6xip1l187ai9IP7cuC1EXFXuhbfTen5U+C/IuKKlPe8G1hMVrDL/WtE/CoiHgC+NEv6Xgm8JSLWpeOfCzxf0ryI2EpWwfUe4BNkvS3WNT6UmdkoCiZjquUH2T32kYXHqsJB7wIOLLxekZYVnQFcChAR3yO7D13GDFxgG073A8tUf2zJ/ml97s462+QOKK5PNwG/nuXcdxeebwWWAkh6rKQvS7pbWffLf2SWD2eNewrPt9V5vTR/kboV3ZS6FT1E1jJYPFfxPU2RNVe7W5DZrk6JiL0i4qCI+KuaSp1i3nEQ8PrU1e+h9L07kOx7dQBwV1RHuLqjwfkOBO5oUNk0mwOKx009Cn5Nda+AuvlTk5rZdxnZD++tTaRviuwatpu+g4DPF673TWQ9GfZLx78auA0Q6cbAzMymBTBFtPyYxTXAYZIOST0oTgVW12zzS7LeGqTeGouA+2Y6qAtsw+l7ZLXbzysulLSUrDvMlYXFM33y1pPVDOT7Lybr7tSODwI/I4sEuQfwZrIbiY5K3X/eSNa1aO/UdWpDzbkOLGw/RvYe3S3IrDXFvONO4J2pcJc/lkTEp8nykeU148Ue1eCYdwKPalDZNNuv5K/ICjEApPFa+7JrzWY33Q88TNZtu1Zt+kSWFzWTvnrv/U7ghJprviiNN0TSmWS9C35FlifOdCwzs5E01ca/maQKx1cBl5NVpF0aETdIerukk9JmrwdeIelHZF3lT6+p1NyFC2xDKHUb/Hvg35TNBTE/dQu6lKw16eNNHuoy4LmSfjfVEpxL+4Ws3cmmFtgs6TeBv2zzOM2cZ4KspmKepHOYjsST+21Jz0s3ha8jK9xe1aX0mI2C/wBeKeloZXaT9GxJu5NVIE0Ar0l50fPIuj7W832yAt556RiLJD01rbsHWKHGwYo+DbxM0pMkLSRrxb86dcHuidRqdgHwnhQYZFzSU1J6LgWeLem4NGb29WR5z3ebOPQ9wL6S9iws+xDwTkkHAUh6hKST0/PHAu8gCzD1EuCNkp40w7HMzEZOEExG649ZjxuxJiIeGxGPiYh3pmXnRMTq9PzGiHhqRDwxIp4UEV+b7ZgusA2piPgnslasd5MVlK4mq5E9Lo13aOYYN5ANbL+Y7CZqM3Av2U1Gq94AvAjYRHZzd0kbx2jG5cBXyebAuIOstru22+cXycaTPEh2M/O8NKbEzNoQEdcCrwA+QPa9WgucntbtIGvtPx14gOy797kGx5kEngscStZlZF3aHuC/gRuAuyXdX2ffrwN/B3yWLL96DFlXlF57A/ATsm4xD5BNrzIWETeTFaD+jawl7rlk0ybsmO2AEfEzsgLpbakL5AHA+8m62XxN0iaySqejU0XUJ4B3RcSPIuIWst+Cj0ta2OBYZmYjqQtdIrvCE2db01KXyofIujX+os/JaYukc4FDI+LP+p0WMzMzM+uPJz1xQVz5lUe2vN+y5XddFxFHdiFJDbmFzWYk6bmSlqTxIO8mqzm+vb+pMjMzMzObm0FpYas3sNus6GSyMW8CrgVOnW1gpJmZmZlZmQU0NSatDLrWwpaCXdwsaa2ks7p1HuuuiPjzFH1sz4g4Lo3DGFgRca67Q442501mZmYGMNXGox+6UmCTNA6cTxZC/nDghZIO78a5zMya5bzJzMzMIEWJbOPRD91qYTsKWBsRt6UIWBeTda0zM+sn501mZmY2ULo1hm051aHU1wFHN9p4gRbGInbrUlKqTR62sCfnmavxW9qJnD/4av8+o3odOim/pr2+lg+zhR2xveOTo89RS3kTOH+qZ1S/l86fOs/5k5n1TcDkYAxh61/QEUkrgZUAi1jC0TquJ+fd8K+H9uQ8c7HniWvbn556QG1YU//vsueJa3uckuHT6DPf7Wt7dVzZ1eN3k/Onxpw/TXP+NHfOn8ysX4L+jUlrVbcKbHcBBxZer0jLKiJiFbAKYA/tMyDlWzMbcLPmTeD8yczMbPiJyQGpgexWge0a4DBJh5DdDJ0KvKhL5zKzOtwqUJfzJrMScP5kZv0WwNSAVMl2pcAWEROSXgVcDowDF0TEDd04l5lZs5w3mZmZWW7UW9iIiDXAmm4dfxiNcs3iKL/3Tqutufa1rea8qT2j/Dka5ffeac6fzKwsAhfYzMzMzMzMSmsqXGArpbw2r1H/+X5wDaN1kj9Pg8v5kw07f57MrCzcwmZmZmZmZlZSgZhkrN/JaIoLbH3kmkYzKyvnT2ZWRpIuBNZFxFsl/R7wkYh4XA/OG8BhEbFL5ijpm8AnIuIj/UyHtW5QukQORrHSzMzMzAaCpNslbZO0WdI9ki6UtLTT54mI/2mmsCbpdEnf6fT5bbDlXSJbffSDC2xmZmZm1mnPjYilwJOBI4G31m4gyT29rI/EZIy1/OgHF9jMzMzMrCsi4i7gK8DjIevSJ+lMSbcAt6Rlz5H0Q0kPSfqupCfk+0s6QtL1kjZJugRYVFh3rKR1hdcHSvqcpPsk/VrSByT9H+BDwFNSi99DaduFkt4t6ZepFfBDkhYXjvW3ktZL+pWklzfxVg+S9L8pnV+TtKxwrGPS+3pI0o8kHVtY9zJJN6X9bpP0F8WDtpIOSd+U9I50rs2SviRpX0mflLRR0jWSDi5s/35Jd6Z116Uupvm6cyVdJumSlLbrJT2xieswMAKYYqzlRz+4wGYt27Dm0J5Fsevlucxs8Dl/MisXSQcCJwI/KCw+BTgaOFzSEcAFwF8A+wIfBlanAtUC4AvAx4F9gM8Af9zgPOPAl4E7gIOB5cDFEXET8ErgexGxNCL2SrucBzwWeBJwaNr+nHSs44E3AM8EDgP+sIm3+iLgZcAjgQVpfyQtB/4LeEd6D28APivpEWm/e4HnAHuk/d8r6clzSMepwEvS+3kM8D3gP9O5bwLeVtj2mvT+9wE+BXxG0qLC+pPJrnm+/guS5jeRhoExKF0i3RTdR/kPfVkG97d64zHb9u28L9/8mJWD86e5p8FsxH1B0gSwgazA8o+Fdf8vIh4AkLQS+HBEXJ3WXSTpzcAxZI0g84H3RUQAl0n6mwbnOwo4APjbiJhIy+qOW5MkYCXwhEI6/pGsUHI28ALgPyPip2nducALZ3m//xkRP0/bXwqclJb/GbAmItak11dIupasEHtRRPxX4RjfkvQ14PeA6+eQjlvT9l8BDo+Ir6fXnwH+Id8wIj5R2O9fJL0VeBzwo7Tsuoi4LO37HuD1ZH+X/5klDQMhQn3r4tgqF9jMzMzMrNNOyQsKddxZeH4QcJqkVxeWLSArfAVwVyqs5e5ocMwDgTsKhbWZPAJYAlyXld0AEDCenh8AXNfEOYvuLjzfCuRBVg4C/kTScwvr5wPfAJB0Almr12PJer4tAX4yh3TcU3i+rc7rSvAXSW8AzmD6Wu8BLCtsX/k7RcRU6n56QBNpGBhTnofNBkW3ao3bqaGvnTi4LLX7/eLrYKPO+VN5+TrYHBQLYHcC74yId9ZuJOnpwHJJKhTaHgXcWueYdwKPkjSvTqEtal7fT1Z4+a00xq7WerICYO5Rjd/KrO4EPh4Rr6hdIWkh8FngpcAXI2KnpC9ApRTRyXTUnvv3gDcCxwE3pALZg4VzUzy3pDFgBfCrTqXBmjcY7YBmZmZmNoz+A3ilpKOV2U3SsyXtTjb+agJ4jaT5kp5H1vWxnu+TFXDOS8dYJOmpad09wIo0Jo6ImErnfa+kR0I21kzSs9L2lwKnSzpc0hKqx3216hPAcyU9S9J4StexklaQtSQuBO4DJlJr2x8V9u1kOmrtTnZt7wPmSTqHrIWt6LclPU9ZNM/XAduBqzqYhr7KwvqPtfzoB7ewjbhejMmYS022Zebyd/K1tEHl/GkwOH+yuYiIayW9AvgAWWCNbWRjz74dETtSIe0/yIJ2rAE+1+A4k6nb4b8CvyS7H/8U8L/AfwM3AHdLmoqIZcCbyIKMXJUiOt4FfBC4PCK+Iul9ab8psikJXtzm+7tT0snAPwGfBibJCpd/GRGbJL2GrGC2EPgSsLqwb8fSUcflwFeBnwNbgPdS3VUV4IvAnwIXAWuB50XEzg6dvwS6M4YtBYt5P1kX249ExHk1698L/EF6uQR4ZCEYTl0usJmZmZlZx0TEwTOs22XQUER8lazwUG/7a4EjGqz7Jlk3vfz1L8kiUNZutwN4ds2yh4E3p0e9Y59HFkkyd0G97dK2x9a8vhC4sPD6auDpDfY9Hzh/hmPPJR1vrXn9dbKImETEJPDy9Mj9U80hH46IP2t0vkGXh/XvpBSt9HyyyJ7rgGskrY6IGyvnjfjrwvavpsHnu8gFti5qVHNYhn7//Yh2tmHNoa5NNSsJ50+7ntP5k5nZaJnctf5gro4C1kbEbQCSLiabHuHGBtu/kCa6unoMm5mZmVmfSTpe0s2S1ko6q9/pMRt2gboxhm051V1L16Vlu5B0EHAIWZfXGbmFrQtmq6XtRy2u5w8yM3D+ZFZGzXSjMuuliDi332nohan2xrAtS3Pp5VZFxKo2jnMqcFnqnjojF9jMzMzM+qvVblRmNkd5lMg23B8RRzZYdxfVUzGsSMvqORU4s5kTusA25MpWc12G8TGDxNfJhpnzp8Hm69RR9bpRHT3TDgu0MBaxW1cTZTZINvHg/RHxiGa3D9SNMWzXAIdJOoSsoHYq8KLajST9JrA32dQVs3KBzczMzGwASFoJrARYxBKO1nF9TpFZeXw9Lruj1X06HSUyIiYkvYps2oRx4IKIuEHS24FrIyKftuFU4OLChPAzGtkCW23NYCdqestU21i2mutarsk2a8z5U385f7I+aKobVRonswpgD+3T1I2emdUXQVfmYYuINWRzBhaXnVPz+txWjjmyBTYzMzOzkmiqG5WZdZKYouNdIrti5Atsw1ZzPWhck23WmPOn/nL+ZL3SqBtVn5NlNtSC7rSwdcPIF9jMzMzM+q1eNyoz6642o0T2nAtsc+Ba185xTbZZZ/m71DnOn8zMhk8gpjofJbIrXGAzMzMzM7OR4xY264uyR18zs9Hl/MnMzMoigKkBGcM2GKk0MzMzMzMbQW5ha4PHMXSer6lZZ/i71Hm+pmZmw0hMDkhY/7Zb2CQdKOkbkm6UdIOk16bl+0i6QtIt6f+9O5dcM7PZOX8yMzOzmeRdIlt99MNczjoBvD4iDgeOAc6UdDhwFnBlRBwGXJlel9aeJ65tuva0lW37ZRDSaNYDzp9KaBDSOJKk7GFmNmImUytbK49+aLvAFhHrI+L69HwTcBOwHDgZuChtdhFwyhzTaGbWEudPZmZmNpMIDUwLW0fGsEk6GDgCuBrYLyLWp1V3A/t14hz9Nmi1wrXpdXS2XXlupdHg/Kl8nD/NzvmTmVn3TQ5IlMg5F9gkLQU+C7wuIjaq0K0iIkJSNNhvJbASYBFL5poMM7NdOH8yMzOzegKYGpCgI3MqsEmaT3Yz9MmI+FxafI+k/SNivaT9gXvr7RsRq4BVAHton7o3Tb2U12IOa01vWd9fGWqPXZM9nJw/DY6yvr8y5Ak9yZ+i7x9xM7M+0PC3sCmrqv4ocFNEvKewajVwGnBe+v+Lc0phn5XhB7uT3BWp8Xt2wW14OH8aTM6fnD+ZmfVKFiVy+FvYngq8BPiJpB+mZW8muxG6VNIZwB3AC+aUQjOz1jl/MjMzsxlNzilgfu+0XWCLiO9Aw46fx7V73H4ra9ecbtnzxLUj8147pRPXy7Xk3eX8aTg4f2qd8yczs+YEGokWNjMzMzMzs4E0NewtbMNulGoY+1Fr38/rW/t+Z0uLa/itbJw/9eac/eD8ycysNyJg0i1sZmZmZmZm5eQukTZwRi1C26DX3M+W7lFqhbHhV+r8SS3+4DcRRt/5k5lZd2Vj2Nwl0szMzMzMrJQmR2HibBtuwxaRbljeh5mVLH9SqqGNqfrrm2hRK8X7MDMbIYM0D9tgtAOamZmZmZmNILew2aw6WZPd7XELZa2l7uV4DY8NsVHS1/wpjV3T+HhakP5PLW0xlbesZa83rnl0trxkNbrOn8xsNA3OGLbBSKWZmZnZgJN0oKRvSLpR0g2SXpuW7yPpCkm3pP/37ndazUbBFGr5MRtJx0u6WdJaSWc12OYFhXzgU7Mdc6Ba2Jqdl8a6o9RR2kZQqcbwmPOnPutr/pSPXdNY/eVNjGEbNs6fGpoAXh8R10vaHbhO0hXA6cCVEXFeusE7C3hTH9Npo0YaubyqG/OwSRoHzgeeCawDrpG0OiJuLGxzGHA28NSIeFDSI2c7rlvYzMzMzHogItZHxPXp+SbgJmA5cDJwUdrsIuCUviTQbMRMxVjLj1kcBayNiNsiYgdwMdn3u+gVwPkR8SBARNw720EHqoUt55rscnANajn4e1Auzp/Koav5U6N512pb2pRqq2My+69kY9d6wd+DxiQdDBwBXA3sFxHr06q7gf36lS6zUZHNw9bxfHk5cGfh9Trg6JptHgsg6X/JBj+fGxFfnemgA1lgMzMzMxtUkpYCnwVeFxEbVagEiIiQVLdvmqSVwEqARSzpRVJtVIxYd8hcM2PS6lgm6drC61URsaqF/ecBhwHHAiuAb0v6/yLioZl2GBiuqSunZseOjOLfbxTf86jy37qcnD81NorvuQwkzScrrH0yIj6XFt8jaf+IWC9pf6BuF6l0U7gKYA/tM5p32GYdMod52O6PiCMbrLsLOLDwekVaVrQOuDoidgK/kPRzsgLcNY1O6DFsZmZmZj2grCnto8BNEfGewqrVwGnp+WnAF3udNrNR1IUxbNcAh0k6RNIC4FSy73fRF8ha15C0jKyL5G0zHXSgWthsMPRjbJvH0ZlZM7qZP03PuzaZLwBg41cek153/JQ2eJ4KvAT4iaQfpmVvBs4DLpV0BnAH8IL+JM9shETnx7BFxISkVwGXk41PuyAibpD0duDaiFid1v2RpBvJfjD+NiJ+PdNxXWAzMzMz64GI+A40HDRzXC/TYjbqgrbHsM183Ig1wJqaZecUngfwN+nRFBfYrGtGeXzEKL93s0HQye/odMtaZUH1y5JFh3T+ZGaW6UKUyK5wgc3MzMzMrNsaTQlSa0QjNvbaHIKO9JwLbGZmZnNR06I2vdw3XWZmZeYCm5mZmZmZZZQiDNZW8rhypy+6NHF2V7jAZgOtrNEh83R5rIjZ6CprdEjnT2ZmmW4EHekGF9jMzMzMzLpJQuPj6cV4pZUtC1qUWtzc0tZb4S6RZjaEXDNvRtM3VWWLDtm2RoESSnZz6fzJSi/vCqmx6mUl+y5Z+bjAZtZFw3IDUdv1tJmuqJOv+U63kmNmHTBr/lRbUGs0/qbPnD+ZWTscJdLMzMzMbNTVa6GOqekKEAXEZG/TZBUusJnZQBqWVkEza9FYNr5mepxNvjzd0Eymm0rNByAma24yp7p/0+n8ycw6xVEizczMzMzMSmxQxhq7wGbWA4NQK9zOOBCzkZJ3bRqyAAGV/Ok5v6hekVrW8ha3LJpdfzh/smGSfZcm8xd9Tcuoc1h/MzMzMzMDaio9XFDruxilsP6SxoFrgbsi4jmSDgEuBvYFrgNeEhE75noesyLXrnbOMF9L5091DGkrUU80ec0G7TslZe8rb0nTooXZ/wuysWqVsW35GLV00xnbtmX/p+sSOwo3oB36fA3atTSzwTIoXSLHZt9kVq8Fbiq8fhfw3og4FHgQOKMD5zAza4fzJzMzK4eYmn5UlrnyrH+yoCOtPvphTgU2SSuAZwMfSa8FPAO4LG1yEXDKXM5hNkw2rDm0NDXGZUpLNzh/SqSax1j2GBvPHrXrG+5X5zEqRuR9b/3ycrZ+eTlMTaVHZI/aG8zxseyRy7froGHPn8ysHCLU8qMf5tol8n3AG4Hd0+t9gYciYiK9Xgcsn+M5zMza8T6cP5mZmVkdIzFxtqTnAPdGxHWSjm1j/5XASoBFLGk3GTaiaqMtDkpNbBmiRA7KtZqLkcufCq0+mpeNO1JqAdGCBXV3yefQiomJ6hWVubZqOmCkFpbqSIE1g+Zru/bUjpebS+tU7TF62Y2oxXMNSv6Uj13L7Xby+mz54sXZgjxK5LzsVmGXz8pY+oyll1Gzuh1lvVZmbRv0Lo91J/4e8PeUi8F5K3NpYXsqcJKkE4FFwB7A+4G9JM1LtdgrgLvq7RwRq4BVAHtonwG5XGY2IJw/mZmZtauqi3yqwBvCyJZDH9Y/Is4GzgZINdhviIgXS/oM8HyySGynAV+cezLNbK5GqeZ6JPOn9IOat6yRIv7lrSSVH9zUWqKdNcEx8xa3fL/aMUn58cemf7BjqnYYdIMf80Ytaw1a8Zo6hqNddl7eYrYwa5XdpUWtUQtqB4xS/mRm5RCMVpTIWm8C/kbSWrIxIx/twjnMzNrh/MnMzKyeFIxK8xegefOzx4IFaEzZIy2rBK1KU34MrsGJEtmRibMj4pvAN9Pz24CjOnHcsrv8Vz8E4LfP/UsAlq36Xh9TM5oGpVa2n2PXBuUadctQ50+phWNs4UKYn+bMOiSLozK1JGsl2bk0Wz41P6ufG09zZY1tz1rU5m3anh1qa/b/2MOp5W3nTgBiMrV65WPYtu+orKuMXcpbXvJWuUYtZbUtamOz/PA1MclszHbOXXboXYvcoHz39nzuHdmTNHat8jdPf6/K69zO1PKWt8rWrm/BoFwjs7ZIg9sLIB/DOj5eM3Z5uAzKn6cbLWxmZmZm1oCkcUk/kPTl9PoQSVdLWivpEkn1owWZWUeNSlj/kfasA54EwDKylrX7Vz6l7nZuebN+cM31aNGC1JK2MPs/8rFsqZZ0akFqjZvM/o/U4hbzsy4tSuOXmJ9+FvIokxMpamQePXJigpiq7gajVEUZpG2mqs+t1BKYt8Tlr/MxU0w1aKEZV2UsXmU8VU1Nbz6mrjKebraWtkbjrgalmrUD8uiQ43mUyHSNVfOZoVEE0aTSslp7zZu4ls6feC1wE1lAJIB3Ae+NiIslfQg4A/hgvxLXUYPcyjRXA/a+lecFixZWflMYG0dTed6e8vpt2yrf/9gxuJOAR4z2GDYzMzMzq0PSCuDZwEfSawHPAC5Lm1wEnNKXxJlZKbmFrYMataR1s+Wt0bE7eY4yKmvtrOdZs36ICNj2MABjD24GQEsWAjCx29KqbXcuTTWoqUVqajyrXRxfnNWmjj+ctapoR/p/WxrTNi9vhRmvtKhVxjDlLWc7dtYkLNW85rW2eetYJXJlTaTHmhYcxqcHtVdqeCdranrz15Vzj1efu4Fdx2TMsH2Ltcb9/A7mrWd5rXFxrrU9TrwtbZRaT1NramWuvnyMYX5N84AC6drHw9urT5b//VsY3+L8CYD3AW8Edk+v9wUeStONAKwDlvchXZ2xS0TXscKA15rWmNkijQ5Yi01F8X0N0nvI/z5TU9O9GVT4m40X2nmGZFxbN4KISDqebCqhceAjEXFezfrTgX9memqhD0TER2Y6pgtsZmZmZj0g6TnAvRFxXZpypNX9VwIrARaxpLOJaz0x00/nZRU+Gh+brgAoyCtWqqaKmJysDkSUBzaqKgg06G5XrOxpdXqJ/DjdnBpkkAppBZpXqMTJu7TPm7frFB9jY9Nl8JpVg6bTfypJ48D5wDPJKl+ukbQ6Im6s2fSSiHhVs8d1ga0HetHyNts5hrWlrZ/y1rRijXH+vB8tba65HkHF6IypMaTSivVwiuQ4kb2ety278ZlYko9NS7umsWxTC8aq9h/Lx5WlcQzKW13GxyAf15a3nFXmcKvpZT+RjpHvOz/dyKUbs/zmoPJ2am+8xscL49+qIxeSj5cbqxl3lZtlTJvS9k21Dg3AnG/FljSYzoM2fuUxlWVbvnIIAEtPzip1xxZmrbCVcYu11z+/SctvpGve/y7Xbobr4/yp4qnASZJOBBaRjWF7P7CXpHmplW0F0zXvVSJiFbAKYA/tU94PpNmA6MIYtqOAtSkqNZIuBk4GagtsLfEYNjMzM7MeiIizI2JFRBwMnAr8d0S8GPgG8Py02WnAF/uUxNZpLGtZGx9L3ZiVPcbHs8fChWj+vOwxbx6SsoqY8fFdjoPGpuf8GlNlWfbQ9KOyT73ul2O7TiFStc0sxxhVUlYBNjaGFi6ovk5ZdI7px5Bcs6D1CJFNFPCWA3cWXjfq4vzHkn4s6TJJB852ULew9VErLW+Nts2Xj0pLWhlqaWdqPetly1oZroWVQ0zsnB7Ldfe9wHTr1aLUGhaLs9aUyd2z/2tbwyYXZTdPkwtTVMbUAjVOPi9b2nC3xbu0pMSC7Fxjm7ZlC/LWuXy7sZqbp5oWq8jHx+Xze+XLF8yfbs2bN161TtvS/HHp2LF5S7oWedPhzJEL8+ul/J6xdvxccdvKWI7KgrrH7sd3cl6Kkpn/v+i567MVqTVz/th0Wnf7v/cAoL32zBbURt6MBvOq1YwbrLz/GcYJOn9q2ZuAiyW9A/gB8NE+p2dmUqGFdn7V/I/15n4szvtYNedjcb7HBnM9zjrPY7Fw1mhux1nmdGxqPscSt7DPiabnW6tE5Z2cqj8PY2EOxrnMv1gmbf5Vl0m6tvB6VWr9btaXgE9HxHZJf0EWaOgZM+3gApuZmZlZj0XEN4Fvpue3kXWlMrNeaT+s//0RcWSDdXcBxRazXbo4R8SvCy8/AvzTbCd0ga2E6rWStTvebdRa4LqhDJEfa7n22qpEkA/Ojx1Zi1jegjS2ZSsw3XqlvDVsZ7Zd3uI2lubSiXn5vG2pdnxrOkc+lmzeGNqeHSsWpzFpE/m+qaVsa6o1321x1bljUb59YTxc1dtIdZ0L03Y7J7JWtsK58qiVlWNvz6NYpp+zifx9pmM0mDusMhdcPv5OY9O16zXdqabneovq9bPN+dZF+Zi1fDxa/n61JAtEkX8O5o+nz4GiMq9Svm2lVXYy/X1qWxAqLWvVLWqzjV1z/jRatGB+9fyPdeZ+LM77WDXnY3G+xwZzPdad57Ewx2PVd7rR3I4pGi7j43XndKyaz7HR97peN8BhaHXL87Px8eq5GGsDxBRExK4RPwdV55N+DXCYpEPICmqnAi8qbiBp/4hI3SE4iWxOxhm5wGZmZmZmLakU8Lc9XDWdSL2pRIrTiBSnEKmaPqTB1CF1pw0pTBlSNV1Isbt1sZCRj5crTgJd6OpbPT3IzFODNIxiWbVRyQsw+XXSWPX0HsWpPQrTetSb0qOV6TzKrNNBRyJiQtKrgMvJPkwXRMQNkt4OXBsRq4HXSDoJmAAeAE6f7bgusA2IViNNDptBqLHtRUvcIFwH65O8FjqvFU3/Tz20AZhuURrblsaZpR/m+VuWVO0/tTR7rVRDvfMRu2X7pTEompiqjFlT3rK2KL3Oj7FPPr1UOvT86vV5a1nMy2tz0/8T1Tc/k3svrjwfS+s0P93UbUuteGm+ubxNTIvSGL3UwsRUTctbnqZ8fX7uwpiNvJZ5uuY+HaNmLE0a8sXGNQenY1fPgdYNecvaWP7/4kXZijSeSDVRM+ePpRa2522ejtKZjwfMb2IXp/83bKw61y4tbrXcsmZmA647szrEGmBNzbJzCs/PBs5u5ZgusA24Zrs4DnrXyHYLQ3O5gWj2nC6oWalVQu6ngk5aXOn6MlHd1aVSi51+xca3poJfHv5/t/kodZ8cy2tpU+Eu5tdEfUsidUfKfxcrBbe0fR7Ov9LjqBA4YGpBzTHn58FQ8vSm7nypG2XeRbLS5XFeXviq6e5YG5ykTrACNYqElnfHSgWzyoTUXZhguzZcf15QW3riHdkpd0sF7B158IaaycxPzPq0xtgYyt97mmS9omaOpdqCWn4dphoEZnD+NIIiprsUjldPJ1JvKpHiNCLFKUSK04c0mjqk7rQhxSlDCtOFFKcKqZomJM//pPpThNSbHqRB90iNafbWpbJPBZJXTs2fVz29R/GaFab1mHFKj7K+xyYE3a1g6yQX2MzMzMysJTFRqCQoRKetF5m2WNgqRqStikbbIBJt3Si09SLQSlWRZ4tRZ/OxsExM1o04W4w2WzfSbDE9k5OzRpetiizb67FeY+OVbo4VU9VjzipjXndfWh0ttl6k2MnJliLEDpQAXGCzMhr0lrZWtdP61ai2uJVa5E61urnm2uZqly6S+Q1GXsOa38gkeZfC/Ad6/OGsxWo83QDE4oWVm47JPbLueEodEqfmq2pf7czHmaQWqbxWPL+pyrtp7qhu4SGy440VxodUukRur7lByoOh5O8jHwdTWwOe19in8SuVCbnH8uuwoHKDppr5ofJrmHcTrdQ2V7pQpu3yc07Vv4mr1VQ+UdPKt/3yg6rSmHft3HLZMgAma24+ptLrMQXjqXVut+elm+v8b53GqlQCteTvrxhyHQo3a/2bxsDMrJMGpYHQBTYzMzMza03lTneqKjptvci0xai0xYi0VdFoG0WirROFthiBtir6bKElryrqbB6pdsH8uhFnq6LNFiPNFlrQqqJRzhJdtiqybI+jymr+vOkWtNRFNHbsmH4vY2NVEWOL0WKruj4Wo8TWixA7KCWd2QzI23CBzaxGba13P2qRXXNt3TL9g5uH0K5ukdHO1HKT35ykVpaqiWzn1bRA5S1ok3nLWVoxryaYSN7FKG9425rGmz2cjp3fNOU3bosXohRRLu/6NLWo5mcr71K1OUUxS2modHvKW6jyKGf5GJd83FylNWli+ne7ElGuOvR/nobKFVPe4paOla5pR+/LaqYYqEyMndK2+YvLUxqyxVMNuvcUl0ca71bpNjVWE4Rk+/Z0zDy4Snr/blmzeiKqWvLrBjoqBjkqBDgqBjdqFNhopqBGMX9eVTCjqkBGhSBGswUwKgYvqgpcVAhaVBWwaJZgRVWBiqqCFFW3UndUfr0XL6obhKjyvR8fqw5AVAw+VAg8NGPQoWEprCGPYTMzMzMzMyutASl7usA2ImprROdzHwD385ShH8c2SFxzbV1XM74qdtSE0s+7MaUWnMkd1VEXtXVbpfZ2PG8xy1vE8gmvF03XjkMhSuR4dXj8sU1ZtMIF/5HN4bRlYkGeKgDmP/8+xvbdC4CJR+4BwPZ9s3PP35TSWWkJnJ5TqSpN+cS8abqCiolCdx8g5k1Uol5WDbhn13F9uwQlyLtH1Zy7m7XQeRe0fMxaM7XE+buqRJLMa9wrE+dOT6ALQD71QWoydP5kTakTmbZeVFrt2Fn5joxvnWgciXaGKLQxrqros8XIs7NGnS1EnC1Gm62KNFuMMluMMNtKdNlCVNlobnhr66RK+mJyqn7U2MqY1AYRYwvRYouta5IaRogdeOEokWZmZmY2YuoGOqoT5EiLFlYFN2oU2KheUKNiQKNiMKO6gYxibPYARsXgRfUCF01MVgUsmi1YUTFQUTFIUVWAoiaDEzVUKBhq3vR1jR07iDTfZjSIYlkZX7hjR1XwoarAQ8WgQ9HFrpzWFBfYRkQ+LmuXlrZT7uN+qiffdotbppe1ya65tr6J2lahVJudB5PMa23zeuwIlMY4aXv6oU83OJFeVsaRJbVj2/LWsLwWeMcpWY32zksWV+3HZUuZ/6It2bbLsnEr87amiaDTDVt+zMoN1GTeqlc99qs22mKlZrwSL2Bseq4mUm17TUtbpQUqvxccqzlHJ8zWOpduwDZ/5ZC0XQfOWXtTV9NiuHHNozt3LjOzMhmQfM0FNjMzMzPriqzgv2uQI+0crw5u1CCwUd2gRsWARoVgRsVARsUgRvmccFo8v34Ao2LwomLgomLQokLAolmDFRUjMlbe8FRVgKI59y4sBiQqdM2MnROztohVWt521AQfKgQeqgo6NNQta+4SaQOitkVtVOZoKwO3rFlpNPphn9hZvWDbVBbKmsL4sXQjM5aPh0hj2WrnRhvbno6Vt+CkyI1596E8kmE+LmsqxLytDwEw/mAWKnxq4e7V6U03bmObt1anM58Id2GWhshvSlKrWWVOtSVpLrmJwk1JPu4tv+HL30dlzFraNz9Xfj0qobzzG6kGd2TNhPmubRGsafmcamHs2i7yY+Vj1PJrUTPf2sb/Orj9c5iZDYIBKYu6wGZmZmZm3VEYq1UMcjS5c6IquFHDwEZ1ghoVAxoVgxnlgYz49YNM5VN5RKB0vLF996obwKgqeFEheFDdoEUTk7MGKyoGKqoKUlTsbtzh4ESVCphmjpf+JkFN8KFi4KGaoENDywU2K6N6Y9ny5/m6vGVtVFvaetnq1WhsoVlp1Pz4x1RUWpKmbz5Sq1XespZulPJB+Lv8HqYbIs1PLVfKbrKWPOcuADZ/aUXaTDz8uX2ydS/Pthnfurg6XXnwgfzmJw2mn9onu8HKI9XlLXHallr58huTwoS6Fel9VYII5C2HtfOz5SqtX/nAv1nGttW7AaodS9hg/cavPCa9nHurVyWqZU3LWr58jxNu7fg5bcRFsaAyVTVWtuE42RnGyGoyqsbGVqIjTkWlIFKkTVvqjoctjoWtOw62+L0cU/NjX8fHOjvmVapfIGsQXKQlxWNMTk7nD8PcHTKYHghdci6wmZmZmZnZyBmU8qgLbNZQbUtb7fJh089WLre02cAo1IpXWtLybk15KOs0pk1j1WPdKi1UeU1uapHTkqzVbCwdZ/54tn5yaozJNB4sNjyYHSJPRhp7NrVHtm8+Ri323C3bd3Heepe2T7XlU3vkYaupStvYw5OMb9qenqeuVIWgBdk+eYtUaoFLrXJTW2rGz801XHfxXOliV/KGTtxcVO5QqsfF7SK977ylzfmTdUSdO+SqsbI142TrjZEtjo8tjo2tGhdbbDHOW7W3bqs/HrbeWNixseoxsIXxr7OOfS2Oey2OeS2Md51xrKvGGndFLLb2Fce2tlPyiKmqsaxV41g7kY8NAhfYzMzMzMxmUShs1Ha7rtflum5366mo6mYdla7JhYLHzp1oa53u1cWu1YVu1cUu1VXdqWfrSl3sRj1Wr4A1PTdd/etRU1hr1GW6A81DVV2ja7pFjwR3ibQya2YsW64XUSQbnXvUuKXNSq9mDEr2X6o1VnULVKUFLg8WkO+X32ylVrE82EBeE73olPsB2Pb5R1SiIW7/3F4ALPzTzdk+eeTJLakFLt045RPn5jdJU/Oz9RNL0jiTXeaIy/6fv2n79PiXjdk58prnqdV7Z8n+403Z8rwWOt20dXRQfi/65zQaJzfL9s6fzGzYaEDKpnMqsEnaC/gI8Hiyio6XAzcDlwAHA7cDL4iIB+dyHjOzVjl/MjMbQDXdrut1ua7qbl3sal3oZp13sY6Ht1ciNcbkFLFhI1DdvbrYtbqqW3WhS3WxO/WsXamL3agLXairuk+32+Wwprv0nETQsGt0h6NYllIwMl0i3w98NSKeL2kBsAR4M3BlRJwn6SzgLOBNczyPdcmeJ65tuba0E1EkG52zHy1tnawt7lS6XZPdEc6fuqX2Bzz90kfe4pYanvJoa9q2Lft/wYLq/fKbqPRSle5FWYTHxSfdzbbVvwHA9ons52p+av0ay2+C2Cvtko0pYWd+p1f98za5cCz9n92E7Fyc/b9wY2rVu2sSNmQtaJsvzo5ZmRduR/b/2MVZ+pee8Iua99+9X/xO5gH5WLRGc7w1VPP+nD9ZV9VGkqzTgl/Vel9oua9qtS+2hBciN1bC7G/NCk+aN17VUl9spS+20KsqOmX2f8OW+bxAOT5W3SI/19b4Tuc1zbS2N4pMORQ0MF0i244xKmlP4PeBjwJExI6IeAg4GbgobXYRcMrckmhm1hrnT2ZWVpL2knSZpJ9JuknSUyTtI+kKSbek//fudzrNRkK08eiDubSwHQLcB/ynpCcC1wGvBfaLiPVpm7uB/eaWROu1Zlu52oki2WyNbC9a2gahdtg12W1z/lQGUdPVJo9Gltc+5zXdeS3v4hR5La2Phx+ePlT6f+uXlwOw2/OzcW7Ka9rzyWuXLqreIZlKv3bKg6Dlv3555erOCeZdmlrhtqXxbzU1r/nrjWseDRRarLqgFN/5WWrVnT+1za3/syl+9uq04Bdb76ta7gut9lUt9pPT40/zCbWVxqCOTU5Wt9TXaaWfXDhW1Tpfr2V+alM6RzEq5Uzvq2wGMc2dMCBvby6z+M0Dngx8MCKOALaQZTAVEdGwLCpppaRrJV27k+1zSIaZ2S6cP5lZ6bj1v0NiKo11y8LSx44dWVfH/DE5CfPnwfx5aNFCmD8/ezQ4Bg9vh4e3o23bszvjMap+HabmZZU9mkrlOKXHzulzxlRMF9Yi6j8GySCmuR0j0MK2DlgXEVen15eR3RDdI2n/iFgvaX/g3no7R8QqYBXAHtpnBD4R5TXXWtJuRpF09Ehrk/Onfqj5cY98vrUUVjsm8zmIVLW+EiVyRx42O4UDmJpi0YnrANj55UdlR0qtXJHGxU2lkN9jaR9NZLXt4ykE91iqLV+QxrA9vG/2szeRxrDt2JHStGUbW3bWjLGrvK36YxwGPn+qDRU+Cjdn/Ten1n9JK4GVAIvSWE8za1Mw/GPYIuJu4E5Jj0uLjgNuBFYDp6VlpwFfnFMKzcxa5PzJzEpqTq3/EbEqIo6MiCPns7DriS2VQktVTE5mj4mdTO3IHrFjB1ObtzC1eQuxeQvxwEPZY/OWbALrqalKq1rWspaOsW0bUxs3MbVxE+zYiSam0MQU49t2Mm/zDuZt3sGCjZNMzcta2iYWix27jbFjtzG0ZRuxZSuxZWvh2ANW8VFsSRvU1sA5ULT+6Ie5Rol8NfDJ1Af7NuBlZIXASyWdAdwBvGCO57A+abf2eKYokq225nWj5noQx1t4rEhbnD+VVD4pax71LfKqw3SToDSWQuPj0xPX1ticWtx2P+VX2YJ8PFwesW1x1v1JE2ncS2rVG99efc5tj0wtdnssZeHz7wPg4Yv3bep9DE3+NMebM+dPLZlT6781FlNRnacU8pPKRNvj45Uw+1X75csmJqrykGL+Ucw7ivlGHgWX7QPefX6ECmmDaE4Ftoj4IXBknVXHzeW4ZmZz5fzJzMomIu6WdKekx0XEzUy3/t9I1up/Hm79N+udLpRTJR1PFlxoHPhIRJzXYLs/Jqu0+Z2IuHamY861hc2GSKdrSetFkezEuLZR5ppsGygN5mvLx0xVXubj0vKJZ8dTlMgISK1xS0+8A4DNaw7K1uWHTC1r+YS0Y/Oyn7V8TFssylraFv8qmyNpcmnWjWzhg9n6qQUpMuTeS5i3IYswuWA8S9jDE0P6EzlbTXqjuZkcNbJT3Po/V3WiSCJV5SnF/CTy7acClJrX86iIMVWVjxTzkGL+Ucw76uUb2pZFtY1Bamlr9J3eZa5Gt741S9I4cD7wTLIW9WskrY6IG2u2251s/OrVux5lV0P6a2SdNNeB9cVCWqWb5Infqzp2raHpatQl7Ux4blZWlS6SY3nY7tQlcsECYmoirctuIGqLEg+vWQHA4j/+dbbv9jR1wKIsgIi2pW5Mi1Mwkk3ZTdXY9uznb9v+WeCGyUXzuPz6ywF41orfzo79XwfXTe/Q5k+Ngo80M7lugfOnmbn1v/tiKqrykzz0f0xNTAc9miqEcdD082IeUsw/innHTPnGQKuXB7T4/R80XRiTdhSwNiJuA5B0MVkU2BtrtvsH4F3A3zZz0LmE9TczMzMzMxtModYfsCyf+ic9VhaOuBy4s/B6XVpWIenJwIER8V/NJtMtbLaL2m4tnaxN7keXyGGt6XX3IxtYlYhkNYP/a8Irx7ZtVTXfALulrpEbU+vXbs/KXlemfN2cdX3Uxo1V+yl1c9L81N1pUdaNaen9KdLe2BgnHPq7AIzvkXWDmp9q6HdONajb7EA4/FJ9fxu9jzben/Mn67mIqjylmJ/k04DU5ifZyqlKq35s3lk3D9G8eVV5x0z5xtTmLdNTmtS2VJW9a2G99JU9zXPR/rxq90dEvVbyWUkaA94DnN7Kfm5hMzMzMzOz0dP5ibPvAg4svF6RluV2Bx4PfFPS7cAxwGpJMxYA3cJmDfViMtiBnXC2RFyTbUMtDwxQUzO+x4m31WxXMwl0XsOd75dex1h6nY9T2ZlCeG97eLpWfGd2jN2el0VWn0rBBCqGfExHJ+X508avPAZoPAm5WU/EVP1Wtsr6qM5DCvlHVd4xQ76hhQuJPM8Q03mYlVIXxrBdAxwm6RCygtqpwIvylRGxAVhWOb/0TeANjhJpZmZmZqOlYRffyfrLa/bLI0cCxE7g4Ycb7JC22bGj8rwy79tUTD+fnOW81h8dLrBFxISkVwGXk4X1vyAibpD0duDaiFjdznFdYLOhNkqtTm5ps4E301iJ2W6yao5RvNmCdMMFs950QfWNF1TffFW9nuMN2Ch9V/c44VbALW1mVjJdGKIXEWuANTXLzmmw7bHNHNMFNjMzMzOzuShUOE1PVaLKcysfRVe6RHaFC2w2lAa15roT89K5pc1sjmpa+oo3X8XX7RrU72Yn8qe8pW1Qr4FZU6bSmNkpqse8diCybEcNQuTKbhuQ1n4X2MzMzMzMbPQMSHl1oAtsG9Yc6iiDNhRmq21upzbaLW395fxpiBRry2HXKJFlqzWfTYvp7WT+pNT/aM8THD3SRtCg5BEjxF0izczMzMxGmQtp5TYgf55SFNgmD1vIhn91K0A9tTWXrrGf2aC1JvUivW5pmxvnT405f0o61FJVNr1Ir8e0mVnfOOiImZmZmZkNhFENQDIgb3ngC2x5rdyw1uzWto4M+/u17nFLW+8N+/d1ZPOnAbypUUmqkRuNVXP+ZNZD9SJXWqkNfIHNzMzMzMysZeWoy5qVC2wDZuhrrtvkWlmz/nP+VF/p86dBi3JpZp2hsUL429FUks4HsxrrdwLMzMzMzMysPrewDQjXXM/M4x+a52tlneb8aWal+c41mj+uREpzrcxsNAxIC5sLbGZmZmZmo2bEu0M6rH8fjEx0MptRP2tnB+2z141rVbwG47G9Y8cddM6fDPqbP+1xwq3TLWpKoyFKfLPm/MnMesIFNjMzMzMzKxUHGJo2IJfCBTYrpbm2SAzKOIhu1yJ3Ow1uMbJR5Pxp7sfsRRrKmj9J+mvgz8luFX8CvAzYH7gY2Be4DnhJROzoWyLNRoAYnC6RjhJpZmZm1gOSlgOvAY6MiMcD48CpwLuA90bEocCDwBn9S6XZCIk2Hn0wNC1sZa1Js7npRE122Wuxy6KZmmx/z9rj6zacBjZ/KvHYtUaGLH+aByyWtBNYAqwHngG8KK2/CDgX+GBfUmc2KgYo6Ihb2MzMzMx6ICLuAt4N/JKsoLaBrAvkQxExkTZbByzvTwrNRoxb2Mza18ma0tpjucVtZrU12QNUa23WEwObPw1BoIFBz58k7Q2cDBwCPAR8Bji+hf1XAisBFrGkCyk0GzEDki26wGZmZmbWG38I/CIi7gOQ9DngqcBekualVrYVwF31do6IVcAqgD20z4DcapqV16B0iRz4Atug1a5Z/w1KhLZ+83dr7nwNrVXOn5ozwN+tXwLHSFoCbAOOA64FvgE8nyxS5GnAF/uWQrNRMiAFtjmNYZP015JukPRTSZ+WtEjSIZKulrRW0iWSFnQqsWadtOeJawf5R99m4fzJBpnzp+EUEVcDlwHXk4X0HyNrMXsT8DeS1pKF9v9o3xJpNiraGb/WpwJe2wU2h6Y1s7Jy/mRmZRURb4uI34yIx0fESyJie0TcFhFHRcShEfEnEbG93+k0GwWK1h/9MNcokXlo2nlUh6a9LK2/CDhljudoyLWP1gmuyR5azp9s4Dl/MjOztgtscw1NK2mlpGslXTuxYWu7yTAz24XzJzMzM5tVF7pESjpe0s1p+MVZdda/UtJPJP1Q0nckHT7bMdsOOjLX0LS1kY5cg2j91s/B/o0+/91MS+2xh+k76PzJho3zJ38HzazzOt3FUdI4cD7wTLKK4WskrY6IGwubfSoiPpS2Pwl4D7Pco8ylS2QlNG1E7ASqQtOmbRqGpjUz6yLnT2ZmZjazzrewHQWsTeNSd5BFfj256pQRGwsvd2vmqHMJ6+/QtDaUylST22hS3bmksVGteKPlZboeLXD+ZEOpTN9H509mNtDaj/q4TNK1hderUs8cyIZa3FlYtw44uvYAks4E/gZYQDa+fkZzGcPm0LRmVkrOn8zMzGwmavMB3B8RRxYeq3Y5+Cwi4vyIeAzZfclbZ9t+ThNnR8TbgLfVLL6NrDnQzDrMtcnNc/5k1lvOn8xs4HQ+TP9dwIGF17MNv7gY+OBsB51rWH8zMzMzM7OB04V52K4BDpN0iKQFZHPArq46p3RY4eWzgVtmO+icWtjMbPD0M9qcmdlMnD+ZWU91uIUtIiYkvQq4HBgHLoiIGyS9Hbg2IlYDr5L0h8BO4EGyMfUzcoHNzMzMzMxGT+e7RBIRa4A1NcvOKTx/bavHdIHNzMzMzMxGS3NdHEvBBTYzMzMzMxs9LrCZWZnVjhVxhDczKwvnT2bWC25hMzMzMzMzKysX2MxsEGqHy5w2M+se509mNurcwmZmZmZmZlZGgVvYzEZZ7RxCZa7JLnPazKzznD+ZmSUusJmZmZmZmZWPcJdIs1Io1iSXoYa2n7XFtbXqZtZfzp92PbeZme3KBTYzMzMzMxs9bmEzK5de1h7XnqOX53ZNtdngcf5kZtZ7isEosbnAZmZmZmZmo8VRIm0UDFr0rn6msxvndk21WWPOn/p77lHPnyRdADwHuDciHp+W7QNcAhwM3A68ICIelCTg/cCJwFbg9Ii4vh/pNhs1gxJ0ZKzfCTAzMzMbMhcCx9csOwu4MiIOA65MrwFOAA5Lj5XAB3uURjOLNh594AKbtWzDmkMHpvZ0UGrXzawznD9ZGUTEt4EHahafDFyUnl8EnFJY/rHIXAXsJWn/niTUbMQpWn/0g7tEWtMa3QSVvetRWdM1F4NyQ2rWK86fysP5U0P7RcT69PxuYL/0fDlwZ2G7dWnZesysuwakS6QLbGZmZmY9FBEhtV5XL2klWbdJFrGk4+kyGyl9bDFrlQtsZgOoWCvv2mwzKxPnTw3dI2n/iFifujzem5bfBRxY2G5FWraLiFgFrALYQ/sMyK2mWYkNyLfIY9jMzMzMum81cFp6fhrwxcLylypzDLCh0HXSzLpEeAybDZFma0jLPlZkWOXX2zXZNoqcP5XbqOZPkj4NHAssk7QOeBtwHnCppDOAO4AXpM3XkIX0X0sW1v9lPU+w2ajyxNlmZmZmoyciXthg1XF1tg3gzO6myMzq8Rg2G3ijViM66GpbDvz3s2Hmz/dgcf5kZqXTx3nVWuUCm5mZmZmZjRxN9TsFzXGBzXYx15pPjxUph2bHjvjvZIPE+dNwcP5kZqUwIC1sjhJpZmZmZmYjpxtRIiUdL+lmSWslnVVn/d9IulHSjyVdKemg2Y7pFjazIddo7Ihrrs2s35w/mdkwkTQOnA88E1gHXCNpdUTcWNjsB8CREbFV0l8C/wT86UzHnbWFTdIFku6V9NPCsn0kXSHplvT/3mm5JP1rKlH+WNKTW3+rZmbNcf5kZmZmbQmysP6tPmZ2FLA2Im6LiB3AxcDJVaeN+EZEbE0vrwJWzHbQZrpEXggcX7PsLODKiDgMuDK9BjgBOCw9VgIfbOL4VhIb1hza0chdnT6edcaeJ64dptrrC3H+NBKcP42GIcufzKzkutAlcjlwZ+H1urSskTOAr8x20FkLbBHxbeCBmsUnAxel5xcBpxSWfywyVwF7Sdp/tnOYmbXD+ZOZmZm1Ldp4wDJJ1xYeK9s5taQ/A44E/nm2bdsdw7ZfRKxPz+8G9kvPG5Uq12Ol5VpmGzLOn4aI8yczM+sG0fbE2fdHxJEN1t0FHFh4vSItqz639IfAW4CnR8T22U445yiREdHWtHOSVuYl053Mmk4zs5Y5fzIzM7O62hm/NvsYtmuAwyQdImkBcCqwuriBpCOADwMnRcS9zSS13QLbPXlXovR/frKmSpUAEbEqIo6MiCPns7DNZNhc9aL22mNFrMecPw0J509mZtZNnR7DFhETwKuAy4GbgEsj4gZJb5d0Utrsn4GlwGck/VDS6gaHq2i3wLYaOC09Pw34YmH5S1M0tmOADYWuSWZmveD8yczMzGbX3hi2mQ8ZsSYiHhsRj4mId6Zl50TE6vT8DyNiv4h4UnqcNPMRmxjDJunTwLFkA+zWAW8DzgMulXQGcAfwgrT5GuBEYC2wFXjZ7G/LzKw9zp/MzMysXW2OYeu5WQtsEfHCBquOq7NtAGfONVFmZs1w/mRmZmZtCWBqMEps7UaJLI3asQeev6U5vRyz4b+JjSrnT+1x/mRmZj0xGOW1wS+wmZmZmZmZtWpoukSW0Uy1r43WuRY145prs+5y/tQ+509mZtZTs4fpL4WBLLCZmZmZmZnNhVvYuqCd2lfXolbz9TDrDudPc+frYWZmPdNkmP4yGKgCm5mZmZmZ2VwJkLtE9pdras2srJw/mZmZlcBUvxPQnKErsPlGyMzKyvmTmZmZtWqs3wkwMzMzGyaSLpB0r6SfFpb9s6SfSfqxpM9L2quw7mxJayXdLOlZfUm02QhSRMuPfhioAtueJ65tWEM90zozs25z/mRmBRcCx9csuwJ4fEQ8Afg5cDaApMOBU4HfSvv8u6Tx3iXVbERFm48+GKgCm5mZmVnZRcS3gQdqln0tIibSy6uAFen5ycDFEbE9In4BrAWO6llizUZWZPOwtfrog4Efw+ZaazMrK+dPZtbAy4FL0vPlZAW43Lq0zMy6zPOwmZmZmVkVSW8BJoBPtrHvSmAlwCKWdDhlZiPIYf27z7XXZlZWzp/MrJak04HnAMdFVO4U7wIOLGy2Ii3bRUSsAlYB7KF9BuNO06ysAjQgYf09hs3MzMysyyQdD7wROCkithZWrQZOlbRQ0iHAYcD3+5FGs5HjMWzd45prMysr509mJunTwLHAMknrgLeRRYVcCFwhCeCqiHhlRNwg6VLgRrKukmdGxGR/Um42YgaknXogC2xmZmZmZRURL6yz+KMzbP9O4J3dS5GZ1dOvedVa5QKbWYdsWHNo5Xm3Wlnyc7gVx8xa4fzJzKwOF9jMzMzMzMxKKIABCTriAptZB821ZrlYC25m1knOn8zMpolwl0gzMzMzM7PScoGtHBrVCPayj31tGty/f7i0M27DNdUGzp+s+5w/mZnNwAU2MzMzMzOzEvIYtv7rZ831bLWTrtEeDjP9nbtdQ71hzaH+3Aww50/Wbc6fht8mHrz/63HZFuD+fqeljmWUM11Q3rSVNV1Q3rTVpuugVg/QjTFsko4H3g+MAx+JiPNq1v8+8D7gCcCpEXHZbMcc2gKbmZmZ2bCKiEdIujYijux3WmqVNV1Q3rSVNV1Q3rSVMV2SxoHzgWcC64BrJK2OiBsLm/0SOB14Q7PHHfoCm2v5rFc87sNa5fzJesX5k5lZHZ1vYTsKWBsRtwFIuhg4GagU2CLi9rSu6Q6ZY51No5mZmZmZWdlFVmBr9TGz5cCdhdfr0rI5GboWtnYiYvXbIKZ5lLhm2jplEL/rg5jmUeL8aeSt6ncCGihruqC8aStruqC8aZtbuoJ2W9iWSbq2mI6I6Oo1GroCm5mZmdko6PZNYrvKmi4ob9rKmi4ob9o6kq72okTeP8PYubuAAwuvV6RlczJ0BbZBqAUehDSOEtdQW68Mwnd/ENI4Spw/mZl1TxeiRF4DHCbpELKC2qnAi+Z60FnHsEm6QNK9kn5aWPbPkn4m6ceSPi9pr8K6syWtlXSzpGfNNYFmZo04fzIzM7O2dXgMW0RMAK8CLgduAi6NiBskvV3SSQCSfkfSOuBPgA9LumG2ZDbTwnYh8AHgY4VlVwBnR8SEpHcBZwNvknQ4WUnyt4ADgK9LemxETDZxntJrdX4i11QPhtq/06DUaHtsEeD8qcL503By/mT1zDbPU4/TciBZHrwf2aigVRHxfknnAq8A7kubvjki1vQ4bbcDm4BJYCIijpS0D3AJcDBwO/CCiHiwx+l6XEpD7tHAOcBe9PiaSboAeA5wb0Q8Pi2re40kiexzdyKwFTg9Iq7vcdr+GXgusAO4FXhZRDwk6WCyAtLNaferIuKVM54ggKnOz8OW/mZrapadU3h+DVlXyabN2sIWEd8GHqhZ9rVUggS4qnDSk4GLI2J7RPwCWEsW3tLMrOOcP5nZqCnM83QCcDjwwlQh1S8TwOsj4nDgGODMQnreGxFPSo+eFtYK/iCdPx9zdBZwZUQcBlyZXvdURNycXxfgt8kKP59Pq3t9zS4Ejq9Z1uganQAclh4rgQ/2IW1XAI+PiCcAPyerlM3dWrh2MxfWgC5FieyKToxheznTtQTLyW6Qcg1DWUpaSfbHZhFLOpCM3mtUo+0axcE2qDXaVpfzp8T503Bw/mQ0Mc9TL0XEemB9er5J0k10IIx5F50MHJueXwR8E3hTvxIDHEdW0Lgja8DqrYj4dmqdKmp0jU4GPhYRAVwlaS9J+6fPQE/SFhFfK7y8Cnj+HE8yp917ZU4FNklvIatZ+WSr+6bILqsA9tA+pb9azfwottolyQZDo7+jb5TKzfnTzNs4fxoOzp9GUr15no7uU1qqpJvrI4CrgacCr5L0UuBasla4nnY9JOv09jVJAXw45e37FQoYd5N15eynU4FPF173+5pB42vUaI6xrhTYmlCslAU4RNIPgI3AWyPif2Y9woAU2NqeOFvS6WT9Sl+cStrQpVCWZmatcP5kZtZbkpYCnwVeFxEbybrLPQZ4EtkN/b/0IVlPi4gnk3XlO1PS7xdXpt+Hvt2xS1oAnAR8Ji0qwzWr0u9r1EidStn1wKMi4gjgb4BPSdpjxoPkY9haffRBWy1sabDrG4GnR8TWwqrVZBfoPWSD+g8Dvj/nVA4o12gPN3dNKifnT81x/jTcnD8NtdJVPkmaT1ZY+2REfA4gIu4prP8P4Mu9TldE3JX+v1fS58m6k96Td+OTtD9wb6/TVXACcH1+rcpwzZJG16gUn71CpexxeaVsRGwHtqfn10m6FXgsWUtlAwHR3kRsvdZMWP9PA98DHidpnaQzyKKy7Q5cIemHkj4EEBE3AJeS9aP+KnDmsERgM7Pycf5kZiOoMs9TaqE5laxCqi9S5MCPAjdFxHsKy/cvbPZ/gZ/W7tvldO0maff8OfBHKQ2rgdPSZqcBX+xlumq8kEJ3yH5fs4JG12g18FJljgE2dGv8WiOFStmTipWykh6RAvIg6dFklbK3zXrAAQk6oihB3809tE8creP6nYwZtVM76Rrr0dWP2uy5ft46HYb76riSjfFA70dQd5jzJxs2zp8GP3+SdCLwPrKw/hdExDv7mJanAf8D/ATImyveTFYYeRJZx7Pbgb/o5c19umnPIy/OAz4VEe+UtC9Z5d2jgDvIQtY/0OAw3UzfbsAvgUdHxIa07OP0+Jqlis9jgWXAPcDbgC9Q5xqlwvkHyCI3biULqT9DC1ZX0nY2sBD4ddrsqoh4paQ/Bt4O7CT7HL4tIr400/H3XLBf/O5vvLDldH31zvdfV4g62hOdiBJpZmZmZj1Sb56nfomI7wD1Cr99TV+KovnEOst/TRaZsa8iYguwb82yl/QhHY1KLLtco9T98MzupqjqfPXS9tEG236WrFtuqydpeZd+cIFtFq3URLrG2nKDMH7EY5gGn/Mna4fzJzOzZEAKbG1HiTQzMzMzM7PucgvbHLjGz5rVzRrtVj+HnR4LYuXkv681y/mTmY2m/gURaZULbGZmZmZmNloCmBqMsP4usM0ir+XbsOZQ1/hZxzT6LHVjTJLHggwv50/WDc6fzGxkuIXNzMzMzMyspFxgGy6u9bNe6MZYEn92h5//xtYLzp/MbLgETLnAZmZmZmZmVj4BER7D1rRNPHj/1+OyLcD9/U5LA8soZ9rKmi4ob9oGK10n9D4hdbR7zQ7qdEL6oeT5U1k/z1DetDldrStr/jSXazYU+ZOZzZFb2JoXEY+QdG1EHNnvtNRT1rSVNV1Q3rQ5Xa0rc9p6ocz5U1nTBeVNm9PVurKmrazpMrMB4jFsZmZmZmZmJRThsP5mZmZmZmal5Ra2lq3qdwJmUNa0lTVdUN60OV2tK3PaeqWs16Cs6YLyps3pal1Z01bWdJnZgIgBaWFTDEjJ0szMzMzMrBP2HN83jln07Jb3+9rWj1/X6/GzZWphMzMzMzMz675gYKJEjvU7AQCSjpd0s6S1ks7qYzoOlPQNSTdKukHSa9PyfSRdIemW9P/efUrfuKQfSPpyen2IpKvTdbtE0oI+pWsvSZdJ+pmkmyQ9pQzXTNJfp7/jTyV9WtKifl0zSRdIulfSTwvL6l4jZf41pfHHkp7ch7T9c/p7/ljS5yXtVVh3dkrbzZKe1c209ZvzppbSWLr8qax5U0qb86f20uW8ycw6J6Zaf/RB3wtsksaB88lmdDkceKGkw/uUnAng9RFxOHAMcGZKy1nAlRFxGHBlet0PrwVuKrx+F/DeiDgUeBA4oy+pgvcDX42I3wSeSJbGvl4zScuB1wBHRsTjgXHgVPp3zS4Ejq9Z1uganQAclh4rgQ/2IW1XAI+PiCcAPwfOBkjfh1OB30r7/Hv6Dg8d500tK2P+VLq8CZw/zTFdI583mVlnBBBT0fKjH/peYAOOAtZGxG0RsQO4GDi5HwmJiPURcX16vonsx315Ss9FabOLgFN6nTZJK4BnAx9JrwU8A7isz+naE/h94KMAEbEjIh6iBNeMrMvvYknzgCXAevp0zSLi28ADNYsbXaOTgY9F5ipgL0n79zJtEfG1iJhIL68CVhTSdnFEbI+IXwBryb7Dw8h5U5PKmD+VPG8C509tpct5k5l1TIRb2FqwHLiz8HpdWtZXkg4GjgCuBvaLiPVp1d3Afn1I0vuANwL5J2Vf4KHCD1e/rtshwH3Af6buUB+RtBt9vmYRcRfwbuCXZDdCG4DrKMc1yzW6RmX7Trwc+Ep6Xra0dVMp32sJ8yYoZ/5UyrwJnD910KjmTWbWIW5hG2CSlgKfBV4XERuL6yILq9nTv5ak5wD3RsR1vTxvk+YBTwY+GBFHAFuo6WLUp2u2N1mN6yHAAcBu7Nq1pjT6cY2aIektZN3xPtnvtFj58qaUprLmT6XMm8D5Uyc4bzKzUVKGAttdwIGF1yvSsr6QNJ/shuiTEfG5tPievMtH+v/eHifrqcBJkm4n65b1DLKxGXul7jTQv+u2DlgXEVen15eR3ST1+5r9IfCLiLgvInYCnyO7jmW4ZrlG16gU3wlJpwPPAV4c0/N/lCJtPVKq91rSvAnKmz+VNW8C509z4rzJzDpmQLpEliGs/zXAYZIOIctcTwVe1I+EpHEXHwVuioj3FFatBk4Dzkv/f7GX6YqIs5keWH0s8IaIeLGkzwDPJ7tJ6nm6UtrulnSnpMdFxM3AccCN6dG3a0bW1egYSUuAbSld1wLfoM/XrKDR52o18CpJFwNHAxsKXZN6QtLxZF3cnh4RWwurVgOfkvQespaBw4Dv9zJtPeS8qQllzZ9KnDeB86e2OW8ys07ZxIOXfz0uW9bGrvd3PDGziYi+P4ATyaI93Qq8pY/peBpZt48fAz9MjxPJxmNcCdwCfB3Yp49pPBb4cnr+aLIfpLXAZ4CFfUrTk8huNn4MfAHYuwzXDPh74GfAT4GPAwv7dc2AT5ONVdlJVvN/RqNrBIgsOuGtwE/IIsn1Om1rycaD5N+DDxW2f0tK283ACf34zPXwM+S8qbV0lip/KmvelNLm/Km9dDlv8sMPP0buoYhSdUs3MzMzMzOzpAxj2MzMzMzMzKwOF9jMzMzMzMxKygU2MzMzMzOzknKBzczMzMzMrKRcYDMzMzMzMyspF9jMzMzMzMxKygU2MzMzMzOzknKBzczMzMzMrKT+f6+sYRVD5z6SAAAAAElFTkSuQmCC\n", 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\n", 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2FUkaAv4UOCci1udz8d+5PH8CfCUirsmx5z3ALqSKXcWHIuKeiHiQVJmcrXyvBN4SEevy8c8HXihpJCK2kiq87wM+RRptsa7+oczMBlEwEZNNP3rBPWwL00Zgef6Pu7rStl9eX7F2luPsX1wfEVsl/WqO97638HwrsBtAbl1+H2kezFLS395Ncxyr6L7C8201Xu9WeSHpDaQW5f1JFcxlzKykFj/TZB6O5WFBZo91SkR8o866Yuw4EDhd0qsLyxYx/R1cHzMzXN1d55gHAHfXaWyay/7A9ysv8oiCX5FGBdyVF9eMTw1qZN/lpAagO+qUb+pz59izlpmjFqrfY7a4dCDwRUnFq4cJUqKY9RFxvaQ7gccDl89yHDOzgRTA5Jz9EOXgHraF6buk1u0XFBdK2g04Ebi2sHi2v9QNpOGLlf13AfZpsUwfAX5GygS5DHgzUHP+yHzk+WpvJA0t2isi9iQNjSy+1wGF7YdIn/GedpfFbIErxo61wLsiYs/CY2lEfJYUR1ZUzRd7Qp1jrgWeoNqJTOb6X/UeUiUGgDxfax9g/VwfpI02koYzPrHGuuryiRSLGilfrc++Fjix6pwvyfMNkXQ2aXTBPaSYONuxzMwG0mQL/3rBFbYFKA8b/DvgnySdIGk0Dwu6HFgHfLLBQ10BPE/S/6eUIOR8Wq9k7U66tcCjkn4D+MsWj9PI+4yT5nSMSHobqYet6LclvSBfFL6WVLm9rkPlMRsE/wq8UtLRSnaV9BxJu5MakMaB1+RY9ALS0Mdavkeq4F2Qj7FE0jPyuvuAlaqfrOizwCskPU3SYtLwzevzEOyuiIhJ0ly+9+XEIMOSjs3luRx4jqTjJY2S5pntAP67gUPfB+wjaY/Cso8C75J0IICkx0k6OT8/DHgnaS7hy4A3SnraLMcyMxs4QTARzT96wRW2BSoi/oHUi/UeUkXpelKL7PF5vkMjx7gZeDVp4v4G4FHgftJFRrPeALwYeIR0cXdZC8doxNWkJAI/Jw0/2s5jh31eSZpPsol0MfMCJxwxa11E3Aj8OSmpyCZgDXBGXreT1Nt/BvAg6bv3hTrHmSAlLjkE+CWpgelP8ur/ICUTuVfSxhr7fgP4W+DzpHj1RFKyom57A/AT0jy9B0nJVYYi4jZSBeqfSD1xzyPdNmFnvQNVRMTPSBXSO3OGyf2BDwJXAV+X9Aip0eno3BD1KeDdEfGjiLid9H/BJyUtrnMsM7OBNEk0/egF3zjbGpaHVD5EGtb4ix4XpyWSzgcOiYiX9rosZmZmZtYbT3vqorj2q49ver/lK9bfFBFHdqBIdbmHzWYl6XmSlub5IO8htRzf1dtSmZmZmZnNT7/0sLnCZnM5mTRp/R7gUODUcLesmZmZmVlXdKzClpNd3CZpjaRzO/U+1lkR8Wc5+9geEXF8nofRtyLifA+HHGyOTWZmZhYw2ElHJA0DF5JSyB8OnCbp8E68l5lZoxybzMzMrGKyhUcvdKqH7ShgTUTcmTNgXUoaWmdm1kuOTWZmZpbS+rfw6IVaNydthxXMTKW+Dji63saLtDiWsGuHimJzmTh0ca+L0BPDt7dyd4L26MQ57+XnqWU7W9gZO9p+c/R5aio2geNTrzk+dZ/jk5kNhICJPsnK0KkK25wknQWcBbCEpRyt43tVlIG3+UOH9LoIPbXHSWu69l6bV3fuXHfzczTi+ri210VomeNTeTg+OT51Qj/HJzNrj6B3Qxyb1akK23rggMLrlXnZlIhYBawCWKa9+6R+a2Z9bs7YBI5PZmZmC5+YoD862jtVYbsBOFTSwaSLoVOBF3fovcxKr5Mt19YUxyazKo5PZjaIApjskybZjlTYImJc0quAq4Fh4KKIuLkT72Vm1ijHJjMzM6sY9B42ImI1sLpTxzdrl0rrcifnWFSO7Zbs3nNssn7i+GRm1hmBK2xmZmZmZmalNRmusJlZlU60ZJct+5qZ9SfHJzMbJO5hMzMzMzMzK6lATDDU62I0pD9KadYFm1cf4jkcZlZKjk9miaSLJb0zP/89Sbd16X1DUs0voaRvSfqzXpfDmjcZavrRC66wmZmZmVnbSLpL0jZJj0q6L1eydmv3+0TE/4uIJzVQnjMkfafd72/9rTIkstlHL7jCZtYDe5y0xnM7zKyUHJ+sTZ4XEbsBTweOBN5avYEkT82xHhITMdT0oxdcYTMzMzOzjoiI9cBXgafA1JC+syXdDtyelz1X0g8lPSTpvyX9VmV/SUdI+r6kRyRdBiwprDtO0rrC6wMkfUHSA5J+JenDkn4T+ChwbO7xeyhvu1jSeyT9MvcCflTSLoVj/Y2kDZLukfSnDXzUAyX9Vy7n1yUtLxzrmPy5HpL0I0nHFda9QtKteb87Jf1F8aDNlCMPzXxnfq9HJf27pH0kfVrSw5JukHRQYfsPSlqb190k6fcK686XdIWky3LZvi/pqQ2ch74RwCRDTT96wRW2Aec5EY/Vzbkibsk2q8/x6bEcn6zfSDoAOAn4QWHxKcDRwOGSjgAuAv4C2Af4F+CqXKFaBHwJ+CSwN/A54H/XeZ9h4MvA3cBBwArg0oi4FXgl8N2I2C0i9sy7XAAcBjwNOCRv/7Z8rBOANwB/CBwK/EEDH/XFwCuAxwOL8v5IWgF8BXhn/gxvAD4v6XF5v/uB5wLL8v7vl/T0eZTjVOBl+fM8Efgu8G/5vW8F3l7Y9ob8+fcGPgN8TtKSwvqTSee8sv5LkkYbKIO1mStsZiXQyoWRL6bMrBscn6xFX8q9Wd8Bvg38n8K6/xsRD0bENuAs4F8i4vqImIiIS4AdwDH5MQp8ICLGIuIKUiWjlqOA/YG/iYgtEbE9ImrOW5Ok/L6vy+V4JJfv1LzJi4B/i4ifRsQW4PwGPu+/RcTP82e6nFQRAngpsDoiVkfEZERcA9xIqsQSEV+JiDsi+TbwdaDS09VqOe6IiM2kns07IuIbETFOqnwdUdkwIj4VEb+KiPGIeC+wGCjOCbwpIq6IiDHgfaTezWMaKEPf6Jc5bB47bGZmZmbtdkpEfKPOurWF5wcCp0t6dWHZIlLlK4D1ERGFdXfXOeYBwN25YjKXxwFLgZtS3Q0AAcP5+f7ATQ28Z9G9hedbgUqSlQOBP5b0vML6UeCbAJJOJPV6HUbqSFkK/GQe5biv8HxbjddTyV8kvQE4k+lzvQxYXth+6vcUEZN5+On+DZShL0SoZ3PSmuUKm5mZmZl1U7ECthZ4V0S8q3ojSc8EVkhSodL2BOCOGsdcCzxB0kiNSltUvd5Iqrw8Oc+xq7aBVAGseEL9jzKntcAnI+LPq1dIWgx8Hng5cGVEjEn6Ekx147SzHNXv/XvAG4HjgZtzhWxT4b0pvrekIWAlcE+7ylAGk31y4+z+qFaamZmZ2UL0r8ArJR2tZFdJz5G0O2n+1TjwGkmjkl5AGvpYy/dIFZwL8jGWSHpGXncfsDLPiSMiJvP7vl/S4yHNNZP07Lz95cAZkg6XtJSZ876a9SngeZKeLWk4l+s4SStJPYmLgQeA8dzb9keFfdtZjmq7k87tA8CIpLeRetiKflvSC5Syeb6WNFT1ujaWoadSWv+hph+94AqbWYl43oeZlZXjk3VCRNwI/DnwYWATsAY4I6/bCbwgv34Q+BPgC3WOMwE8j5RA5JfAurw9wH8ANwP3StqYl70pv9d1kh4GvkGevxURXwU+kPdbk3+2+vnWkpJ3vJlUOVoL/A0wlOfOvYZUMdtESlxyVWHftpWjhquBrwE/Jw213M7MoaoAV5LO4SZSIpMX5PlsC0T/pPXXzGHBvbFMe8fROr7XxRhIzsJWXy8vTBr5vZT9wun6uJaH48H+GGswC8en3nF8qs/xaX4WSnwy6xRJ5wOHRMRLe12WTjnkfyyN9155WNP7nfLEH90UEUd2oEh1eQ6bWZUyXGhUyuALVjMrcnwyM2ufieiPdhsPiTQzMzPrMUknSLpN0hpJ5/a6PGYLXaC+mcPmHjazEqvXkl2GVnYzG2yOT+2Tb/p8IekGyeuAGyRdFRG39LZkNqgi4vxel6EbJp3W38zMzMwacBSwJiLuBJB0KSlRhStsZh1SyRLZD1xhG3B7nLTG8xAytwqblYvj0zTHpwVvBTMz9K0Djp5th0VaHEvYtaOFMusnj7BpY0Q8rtHtA/XNHDZX2MzMzMz6gKSzgLMAlrAUZ7A1m/aNuOLuZveZdA+b9YtBz/jVDy3Xg/47ssE16H/7jk8DYz1wQOH1yrxshohYBayCdMuR7hTNbGGKoGf3VWuWK2xmZmZmvXUDcKikg0kVtVNJN1E2s44Rk3hIpPUZt5KWXz+0tpt1guNT+Tk+tS4ixiW9CrgaGAYuioibe1wsswUtcA+bmZmZmTUoIlYDq3tdDrNB4iyRZiXn1mAzKyvHJzMzq3CFzczMzMzMBkogJp3W3/qV54qYWVk5PpmZWbt4SKSZmZmZmVkJBTDppCPW7xZqS7bnhpj1P8cnMzObHzHRJ2n9W65WSjpA0jcl3SLpZknn5OV7S7pG0u35517tK66Z2dwcn8zMzGw2lR62Zh+9MJ93HQdeHxGHA8cAZ0s6HDgXuDYiDgWuza+tRzavPmTeLdB7nLRmQbT6LpTPYQ1xfOoDjk/TFsrnMDPrJxO5l62Zx1wknSDpNklrJD3mOkPSE3Kj8g8k/VjSSXMds+UKW0RsiIjv5+ePALcCK4CTgUvyZpcAp7T6HmZmrXB8MjMzs9lEqO09bJKGgQuBE4HDgdNyg3HRW4HLI+II4FTgn+cqa1vmsEk6CDgCuB7YNyI25FX3Avu24z2sOdWt1pXXrbTgLrQ5IjZYHJ/Kx/HJzMzKYKL9QxyPAtZExJ0Aki4lNRbfUtgmgGX5+R7APXMddN4VNkm7AZ8HXhsRD0vTXYUREZKizn5nAWcBLGHpfIthZvYYjk9mZmZWSwCT7U86sgJYW3i9Dji6apvzga9LejWwK/AHcx10XhU2SaOki6FPR8QX8uL7JO0XERsk7QfcX2vfiFgFrAJYpr1rXjRZ8zrR2lyv1btfWrY9L2QwOT6Vj+PTYzk+mZn1ilrtYVsu6cbC61X5uqFRpwEXR8R7JR0LfFLSUyJist4OLVfYlJqqPw7cGhHvK6y6CjgduCD/vLLV97DGNXpxMp+hR9V6kVbbFzfWCMencnF8MjOzsklZIlvqYdsYEUfWWbceOKDwemVeVnQmcAJARHxX0hJgOXUakWF+WSKfAbwMeJakH+bHSaQLoT+UdDupi++CebyHmVkrHJ/MzMxsVhMMNf2Yww3AoZIOlrSIlFTkqqptfgkcDyDpN4ElwAOzHbTlHraI+A7UHfh5fKvHteaUYdjPfFqy3SJtneD4VA6OT2ZmVlaBWu1hq3/MiHFJrwKuBoaBiyLiZknvAG6MiKuA1wP/Kul1pI6+MyJi1ukXbckSaWZmZmZm1k8m5zXYsLaIWA2srlr2tsLzW0gjgRrmCtuAaudckV5aKJ/DzKYtlO/1QvkcZmYLUQRMtLmHrVNcYTMzMzMzs4HT7iGRneIK24DbvPqQvmj9LcNcGDPrLscnMzMzV9jMzMzMzGzApKQj7Z/D1gmusPW56tbnXrb0tpKNrd4cj2Y/h+eKmJWP49PsxzEzs96aqJtQulxcYTMzMzMzs4Eyjxtnd50rbAtMO1uRu8lzQMwWPscnMzMrj/4ZEtkfpTQzMzPrc5IOkPRNSbdIulnSOXn53pKukXR7/rlXr8tqNggmUdOPXnAP2wLVypyLdrVkt9KKbmaDw/HJBtg48PqI+L6k3YGbJF0DnAFcGxEXSDoXOBd4Uw/Labbg+T5sZmZmZjZDRGwANuTnj0i6FVgBnAwclze7BPgWrrCZdVy/DIl0hW1AlClbWyeVYb5LI6rPf9nLa9ZJjk/l4vjUHZIOAo4Argf2zZU5gHuBfXtVLrNBkdL6u4fNzMzMzKpI2g34PPDaiHhYmr5ojIiQFHX2Ows4C2AJS7tRVLMFrVdz0prlCtuAKraYVremttoKvFBbxTvB82jM6nN86i3Hp86SNEqqrH06Ir6QF98nab+I2CBpP+D+WvtGxCpgFcAy7V2zUmdmjemntP79MXDTzMzMrM8pdaV9HLg1It5XWHUVcHp+fjpwZbfLZjaIJmOo6UcvuIfNmm5Ndatr+/XL3BazbnN86j3Hp7Z6BvAy4CeSfpiXvRm4ALhc0pnA3cCLelM8swESnsNmZmZmZgUR8R2oO2nm+G6WxWzQBZ7DZn2oXqa26uX9ML+hX1qEq89lv5TbrNscn7rP8cnMFjr3sJmZmZmZmZVQPyUdcYXN6pqrFbUfWrLLptEWardkm83O8an9HJ/MbND0S4XNWSLNzMzMzMxKyj1sNm9lbsnevPqQnrYC1zsnzWa8c0u2WWscn2Z//2aW19vO8cnM+lHgLJFmZmZmZmal5SyRNnDK3JJddm6hNussx6fWOT6Z2YIU/TOHzRU2aztfGE3zuTArF38np/lcmNkgc5ZIMzMzMzOzEnOFzQZeWVpvyzwxvoxlMhsEjk9zK2OZzMzaxUlHzMzMzMzMSixcYTNLytKS3UvVLdWDfC7MysTxyfHJzAaXs0SamZmZmZmVUPRRlsih+R5A0rCkH0j6cn59sKTrJa2RdJmkRfMvpi0Eng8xbY+T1vh8dIHjkzXK38dpjk9mNigi1PSjF+ZdYQPOAW4tvH438P6IOATYBJzZhvcwM2uF45OZmZnVkJKONPvohXlV2CStBJ4DfCy/FvAs4Iq8ySXAKfN5D1tYetlyu3n1IZ6bMUAcn6xZjk9mZoOlX3rY5juH7QPAG4Hd8+t9gIciYjy/XgesmOd7mJm14gM4PpmZmVkN/XTj7JZ72CQ9F7g/Im5qcf+zJN0o6cYxdrRaDOtTniNhneT4ZPPh+GRmNgAiJR5p9tEL8+lhewbwfEknAUuAZcAHgT0ljeRW7JXA+lo7R8QqYBXAMu3do49vZguU45OZmZnNql/S+rfcwxYR50XEyog4CDgV+I+IeAnwTeCFebPTgSvnXUpbsNySbZ3g+GTt4PhkZrZwBf0zh60dWSKrvQn4a0lrSHNGPt6B9zAza4Xjk5mZmdFPWSLbcuPsiPgW8K38/E7gqHYcdz4q2bbcOtofqn9PncyW5r+NweL4ZPPl+GRmZr3UiR42MzMzM6tD0rCkH0j6cn59sKTrJa2RdJmkRb0uo9kgGISkI6VU3fLZbEuoWzXLofJ78H2JbCFxfFoYHJ+sDc4BbiUlRAJ4N/D+iLhU0keBM4GP9KpwZoOiV3PSmuUeNjMzM7MukbQSeA7wsfxawLOAK/ImlwCn9KRwZgMk9Zj1R9KRvu9ha3cLZzPHc2t357kl2/qZ49PC5vhkLfoA8EZg9/x6H+ChfLsRgHXAih6Uy2zgLPgbZ5uZmZlZ4yQ9F7g/Im5qcf+zJN0o6cYxdrS5dGaDx3PYOqgsrZmef9I9nWjJdjY26wTHp8Hj+GRNeAbwfEknAUtIc9g+COwpaST3sq0E1tfaOSJWAasAlmnvHl06mi0cnsNmZmZmZlMi4ryIWBkRBwGnAv8RES8Bvgm8MG92OnBlj4poNjCC5ueveQ5bA8rSct2qVsrv1tWZPGfEyqrf/yYdn+bP8cnm4U3ApZLeCfwA+HiPy2M2EPqlm9o9bGZmZmZdFhHfiojn5ud3RsRREXFIRPxxRHiCmlmndShLpKQTJN2W76t4bp1tXiTpFkk3S/rMXMfsqx62QeR5KLW1syXbc0XMWuP4VJvjk5lZn2hzF5ukYeBC4A9JGV9vkHRVRNxS2OZQ4DzgGRGxSdLj5zque9jMzMzMzGzgdKCH7ShgTe413wlcCpxctc2fAxdGxKZUhrh/roP2RQ+b5wM0btBavD1nxHrNf3uNc3wyM7My6UCa/hXA2sLrdcDRVdscBiDpv4Bh4PyI+NpsB+2LCpuVSxmH6PjCyMzA8cnMzBoTtJzWf7mkGwuvV+VbbjRqBDgUOI50G4//lPQ/IuKh2XYwMzMzMzMbHAG0VmHbGBFH1lm3Hjig8LrWfRXXAddHxBjwC0k/J1Xgbqj3hqWusLk1slw6cVPYavNtFZ9PS3YZW+atvByfysXxyczMmtWBIZE3AIdKOphUUTsVeHHVNl8CTgP+TdJy0hDJO2c7qJOOmJmZmZnZ4IkWHrMdLmIceBVwNXArcHlE3CzpHZKenze7GviVpFuAbwJ/ExG/mu24pe5hs87bvPqQlltsO9Hi265jes6IWf9zfDIzs34TEauB1VXL3lZ4HsBf50dDXGEzMzMzM7MB09iNsMuglBU2tzqWUztaqhv93bazJbvR9/TcEGuE41M5OT6ZmVnT2j+HrSNKWWEzMzMzMzPrmGg5rX/XlarC5pZr6wTPF7F28N+PdYLjk5lZD7mHzczMzMzMrKzcw2b2GL2ch1Hdku05IWZW5PhkZjZg3MNmZmZmZmZWUq6wNW7i0MVs/pDH7/fKoLXoDsrntPZwfOotxyczM+uIAJx0xMzMzMzMrJzCPWxmZmZmZmYl5QqbmZmZmZlZSXlIpJmZmZmZWTmpT3rYhuazs6Q9JV0h6WeSbpV0rKS9JV0j6fb8c692FdbMrFGOT2ZmZlZXtPjogXlV2IAPAl+LiN8AngrcCpwLXBsRhwLX5tdmpbd59SFTGekW0nsNMMcnWzAcn8zM2k1pSGSzjx5oucImaQ/g94GPA0TEzoh4CDgZuCRvdglwyvyKaGbWHMcnMysr9/6blUif9LDNZw7bwcADwL9JeipwE3AOsG9EbMjb3AvsO78iWrcM2v2OKqpbkhttWZ7PearsW/1eg3buO8jxaYFxfKr9uh7Hp1Kr9P6/UNIiYCnwZlLv/wWSziX1/r+pl4U0GwgDMIdtBHg68JGIOALYQtXwooioWxeVdJakGyXdOL556zyKYWb2GI5PZlY67v03s1bMp4dtHbAuIq7Pr68gXRDdJ2m/iNggaT/g/lo7R8QqYBXAroft1yf1WyuLMrS2N9LS7RbpnnF8sp5xfLJZuPffrEz65H/4lnvYIuJeYK2kJ+VFxwO3AFcBp+dlpwNXzquEZmZNcnwys5JqW+//GDs6XlizBS3om6Qj870P26uBT+cx2HcCryBVAi+XdCZwN/Cieb6HWV1ztSLP1oLcjSxozb5HGVrmFxDHJ5sf5f+Yo7UmWMcnq6Ftvf/LtHef9A0MGKnlmGHd1y/3YZtXhS0ifggcWWPV8fM5rpnZfDk+mVnZRMS9ktZKelJE3MZ07/8tpF7/C3Dvv1n3DEKFzawf9fL+QvVapt1ybdZbQ0uWMLlzDICRxy8HYPze+7peDsengeDe/wWiLHHDFr5SVNiGb9/BHiet8Y06S6JT/zlvPOvYqefLV323pWN0I6V1OzT7/r0ur9Xn+FQuHas8DA1x9bqbAHj2iiNmrmtwaKTjkzXCvf8LSL24Mc/h1NY9AzEk0szMzMzMrC/1KIlIs1xhs44p9qhB671q7dLpHhK3Qpv1gdzyrZFRAIb23AOAsSet4Dm/vQyAu/7+YAD2+llqet3n/60HYHLjg+nntu3pWDGZf86/idbxyazkCrFjrrhRjBkz4oV73Mqlbj7W8nGFzczMzMzMBo8rbDboKj1q1T1t81HdStyLeUVuqTbrY0q3H9Wi1MPG5AQAozffTeQesz1uT6seOiy1qO/1091n7KNf/BKAGJ/5P73jk9kCVowdc8SNYsyoFy+sHDyHzczMzMys3w0No+Hh9HTZ7tNDG0dGYDhV5Pa4YxsASzeO8vBhaZjkrmtHGXlgVwAmt2wjxsemj+nhkeXQJ78GV9isrvnc9LXd6mWGa6QMrbZyu6XarLyajk9D6WJrxkUXzHnhBcy4+AJmXIABbL7qAACWnXTnjGM6PpmZlZwrbGZmZmZmC8BQGiId27alBh5IjTM70hX/8Lbp3rPRh8cBmFwyDJNpvYaHiImhvN/kdOr/ynGs6xQeEtmSSouh73e0sBTnsjWaKbLe30Cz92Bq5G/JLdXWCMenBaJ40QVzXnhB1cUXwBdTD9uO8T3T9hNpv0e/mrLE7XbiL2a+Z52LMccns/6gIU1VvPKC9GNkBCbTHLahh1NMGd60hRjNcWVkGO2VMkqyfQdDj25JzyOIsRRXGBKxc+fUcusyp/U3MzMzMzMrqT6pI7vCZl2zfNV3pzJGVve0Vbc0d7JV2S3WZoNHuWdtRit5WpF+1GkpB/iNz6Usb4uHUov4j045EIBdtqftlhRazQEi3+NtqjevidZzxyezkhrSY58PDcHI8MztJien10cQu+6Sni8aZSgPg4yJSdiyJT+fmN5X0/tZd3hIpJmZmZlZv6pUoDSECs8rYpfF0xW2idTgE6MjaNuO9HzRKLHLIgDG917K8B5LgdQoNLQ4LY9HHyUqFblKo8+OHZ37TNaXXGGzrqq+N9voKQ8A7W9Vbnaum5kNiCHVfl2jpfzXPrMRgFtf+sS0oHLBtmveIN+XbUarOdRuOS/sv/kr6XiOT2ZmPeYeNjMzMzOzhSPGx9PNswHtHGNi1yXp+VhqoInRYYZ2puHTMSxiUbrU1sR0zWDrIXuz64/vSS8WL2aqGWlnSngUkodFdoOzRM6Ps7EtfFM9bRybl7S3pdkt19Ypjk99pmoYU61hTVB7aNOGlz0+bTo2PbwpbTs9xAmYMcwJmDHUCXjMcCfHJ7M+URmiOD4Gke/huGgRVIYsLt2F4c2pR31yaaq4De0cJ0YLvfXjeW5s4XhLNmxl22/8Wlo+How+uBUAbUvzXYfW3uPhkd3iCpuZmZmZmVlJucJmNrfqOW2N3qfNzGw+YjwNWZpraBMwY3gTUHOIE6RhTsCMoU5A7eFO4CFPZv0k98rHxAQaKty/MX+Ple+rFrssYnLRdA+bKplpI6Zjy/AwQzl+TC4aIhbnzLKV2DA6ivIc2PANtjvKQyLNzMzMzPpdRBoWWZErU9qxMyUsgqkh1Xp0G8rDpGN4iBhJ64e2jU1VyDQ2wfC23Gg0NsTkaNpmMt8CYNG+y9GWNMSayUkPjzRX2Kx17czE6J42M2un6vg0dbFVnIcCc85FAWbOR4GZc1JgxrwUYMbcFKDm/JS0W/gCzMysl9zDZmZmZma2AFSGI8Ykke/YEeMTMJQacLQ9D11cNFoY+jg0PXQ6YqrRRjvHpoZQDg9NZ5KE3JA0OgLDuaFoeBhVetg8PLK9nCXSzBYS39fOFozCPJT0cva5KMCM+Sgwc05K2n56XgowY24KUHN+CoAmJmZegBWOaY1zfDKzlvVJyHWFzczMzMysATExMdUtE1u2TCUuYiRfUk9OTvWqDe2cYGzPPMR6ZIiRHakxiB07YfPDU/sN7b5bOl6eDze5ZBHslvcbG4NKkqSdO6fLkZfZPLnCNn++39Hg8Vw26xeOT32meD+lojmSBwAzEggAM5MIwIxEAsCMZAJAzYQCQEoqMDmZi+ekAoNC0uuAPyNdKv4EeAWwH3ApsA9wE/CyiNhZ9yBWDhJUetzzdxmY2fte6UQfEno0zWeN7duZ3LY9H2K6l30ox57J3XaZOp6kfqlT9B3RP0Mih+bexMzMzMzmS9IK4DXAkRHxFGAYOBV4N/D+iDgE2ASc2btSmg2QaOHRA6XuYTOzcvDcEFswCokDgDmTBwAzEggAM5IIADMSCaTtp5MJALUTCkBKKpDnvdVMKlAsr9XVh/FpBNhF0hiwFNgAPAt4cV5/CXA+8JGelM5mFzEVOIrDEqe+uROTU/dcZNEoQzsmpvfN3/2YmCQqc2UBbX4EgKGJnIF2dISJZWlIZOy+Kzz8aHqPRYum5t8yGVNxzHGiRR1KOiLpBOCDpAaZj0XEBXW2+9/AFcDvRMSNsx3TFTYzMzOzLoiI9ZLeA/wS2AZ8nTQE8qGIqFz9rwNW9KiI1iQNV9/2YxwqiYbGJ6Z7ZAptMRoZma5sAURu3Mlz1Ia27WC4MtR6fILIwy4rlbzpA+WBcjGBtajNFTZJw8CFwB+Svss3SLoqIm6p2m534Bzg+kaO6wqb9aXqeUN92MJqZj001Uo9R/IAYEYCAWBGEgFgZiIBYOiS9HpEaf+xM3JLeTGhAMBuS1JCAaiZVACcWGChkbQXcDJwMPAQ8DnghCb2Pws4C2AJSztQQrMB0/4etqOANRFxJ4CkS0nf+Vuqtvt70lDov2nkoK6wmZmZmXXHHwC/iIgHACR9AXgGsKekkdzLthJYX2vniFgFrAJYpr09Dq7HYudOJiq9YoVhiUOVxp/JYHLJHgBobJKJx6Xnwzt2opG0zVTjEUwlQWJyciq5ESPDkIdXa3hoKkERE6DKsOvw/dla1eKQyOWSikMYV+XvJqTe8bWFdeuAo2e8p/R04ICI+IqkhVNhczY2q/DfgJWN49MCUS/bGzzmfmvFrG/AdOa3z6ahUVvHRvPqtN/iR9L8kxkZ4PL7VDLE+RJrYPwSOEbSUtKQyOOBG4FvAi8kZYo8HbiyZyW0xkVM318x95Zr0aLa2w6LqXrVksVouJD3b2jmPRpj8aKp48biRQzlY8bo6PTIysli1PCQyC7bGBFHtrKjpCHgfcAZzew3ryyRkl4n6WZJP5X0WUlLJB0s6XpJayRdJqnOX65Z+2xefYgvmG0GxyebVeVG2ZMTMDlBjI8TExNVrd2T0wkEdo5N7TO0YyIlEqgcY3QERkeYmBxiYnKIsYlhxiaG2TE+wo7xEbZ+Zne2fmZ32LgJNm5iaMcYQzvGiNFhYvddU1KBkREYGUGLFqULvkpCkqH8kKYvDK1vRcT1pCQD3yel9B8i9Zi9CfhrSWtIqf0/3rNCmg2S9meJXA8cUHhd3WO+O/AU4FuS7gKOAa6SNGsFsOUetkJq2sMjYpuky0mpaU8ipaa9VNJHSalpnenIzLrG8cnMyioi3g68vWrxnaS5L9Zvcg/8ZCVL7Pg4Q7ssmVo98kgli+w4k0tzT9mSRWiPZWk50/dii2X5BtqLRqcyxg7t2DmVXVLDQ1M9awHTiUs0NDOJiTWmM2n6bwAOlXQwqaJ2KtMZYImIzcDyymtJ3wLe0OkskU5Na32jXg+cE5YsWI5P1pSa2d5gZsY3qJn1DWDxSNr+0bGZHbeTNTLAAQxLKB9zlyvSxdbGbY+fecwT8lQIZ4Mz6wsxGdNp/YfE0NacSGhsnOGcoEhbt8Oi6dt8TC5LCWQmdhmdOs7Q+OTU+iDvt8su07cCGR+f7nXfsYOYrAyam/Q8tia0O61/RIxLehVwNSmt/0URcbOkdwA3RsRVrRy35QqbU9OaWVk5PpmZmdmcOlC3jYjVwOqqZW+rs+1xjRxzPkMinZrWOmb5qu8CsPGsY2e8nivBQ2V5M71mrexj5eb4ZM2ql+0NZmZ8A2ZkfQOmMr9x6gMAjF6Slo/nFu9KD9vOK/cBYMmZ+abdI0MpAxzTCUqG8827J/K+W1YfCMBuz/1l2iequvXckm5WDpPTvd+Tj24B0hBGbUhxgYkJWLw4PR8egjxscmKf3Ynh3Auffw5vGUOV7/bYOKr02A0PT8UMLd1lahRAjI+jnHgkJpjueXN8mFMnbpzdCfMZEunUtGZWVo5PZmbWE5XkRTExMSO7X2XYdQyNQm4IqlTSYHoYpCKmlktKWSNJN9GmcvNsDU3dM1ISURk2PaMGkodVuuJWX5+cmvlU2LqemtbpswdPvZ62VlT3oLlnbUFzfLLmNJOeu6LSKl5I1Q3TvWTVRofyRdzinJCgcCG25bSU6n/RQ5sAmPxS6rVb8pz787aVyz7PYTMza4vOJB3piPnMYbteUiU17TjwA1KL9FeASyW9My9zaloz6yrHJzMz65ni8Mjtlfs3iqF8n7WhpbswuUtqrJkcHWb0wXQvx6l7Pm7bQexSGD6ZkxPF6MjUUEntVhiuH4Fyz1tETCU4msooOTExnUXSvW1TxGNyR5XWvLJEOjWtQXd6qqp72vhS+jF6ygMtv7d71hY2xyeDJuNTjfTcwIwU3TAzTTcwI1U3wOKXbAZgt8+ni6wtL0z/1RZTdgOElFJ2w8y03cDw/3o4HXuqbIX03cXXZtYfIqbS9zM0lOawAmO7jzC8NX3/KxklY3RkusdfYufK3QFYdM/DU3GmchwgzXFbmmPD5oenMlDGtm1p/ZCmE8xKrrQV9cmpmG9afzMzMzMzs74zCElHzLqu0qNWMfalx+Vn7i2rVj2Xyj2KZs2JPJyoeE8lYMZ9lYCpeyvte8l9M/a//8UpK+Tkrz32HkuQEwzknrUZ91mCmfdaghn3W0plK9xzCfquxdzxyQbR5LbtAAwtXoy2p+/24gd3MLR9fOaGoyNMLsq97pOTjG5K+20/cE80kYc5CpS//sN7LJnqKRpZsgg9/Gh6kefjxnjh+H0WKzquT06HK2xmZmZmZjZ4XGEza596mfceM7etavkgc4u1WYsmZ2ZiLN5TCZh5XyVg6VfSfJFtE6kHbY/RNG9kYp8076TWPZYgpe6u9NLNuM8SzLzXEsy43xIw855L0Hf3XXJ8soE2tpOhranXLHYZJfL3N3ZL82W1o3AftgjIvWrDOyYYW5ov3QXDOypzW8VQnlOrsfGpeDA5UZjr2iexoavCQyLNzMzMzCyL8dQwM/noJEM5gdBwJfEQwKa83a67TC+TiMV56PSQUB6qrSg0Bo0Itueax8QkkYdCVpITVe4LZzW4wtY5vt/R4Kj3O65una3uUWvHfdvMWuH4tPAUb4ILTN0Id/u/75teT6QLriWki6S1L1uRtt9rZsLo4k1xIV1sVbLGzbgxLsy8OS7MuEEuUOcmudCvc9rMzHrBPWxmZmZmZpZUGmsmC/dKG9L0kOapZEPTPWKxeBRVGnvGAw1P97AN53u8DW0fm9qm2FgzlTjJ6uuTU1TKCttcLdMe+15OnexRaLbXotbcNve2Jf5+zY/PX39qZ3xSbpIdyvNKlrwgZWRbcnW62NpSuCEuUPOmuEC6MW6eF1e8MS5Q++a4xWMUbpIL1L5RLvTdzXL9/bKBMDkxlTFShQyOyj3p7Byb7lWfWEIsSTfRHt42xvD2nK12y46puKGt26fvI/nwI4V44KGQc+mXHrahuTcxMzMzMzOzXihlD9tcPDdkcDXbulrsVRv0eW3+3nSHz/PgmIzU0l2ZV7bpT3YDIPZNbaFju6f/Yoe3pp+V+7dVetHQ9FConStTRslF9zyctlmyaOabDeUMlZVskktze+vmtD2L0vaxLWWoVL5n3IwskiXuZfP3xgZOpfd7YmJ6rmqlZ3xiYqqHrbhcO8en7sOmLdume+aL91kbG5vqabc5BB4SaWZmZmZmNURx+HIlsVFumJmYRJVhjWM7p+e2bR6equhNPPLo9LEKWSBjYqLUjTOl0yenyhU26wuV1tf5zF+ontc2KD1tbrk2a6+Imdkft16xNwBLX5Lv17Y9tXYvfjDNVRvaPj5je3IP2+SiETSZLr5GN6X5LNsP3DMdI7eiV95KuTF+eI8luRDpx0juidPD+eItp/Oe0eKeCt3w5+smxycz6xXRP3PYXGEzMzMzMyuLmJwezrxzDIYrwye3Tw2jjrHxGdtPP++TGkhZ9MnpcoXNBs6g9rSZWWdU5rIxloYwDW1NvWWxy2j6WbnA2i31jmlH6gVTxPTFVe5RG96RrtLGllbmuZGX5wuyfKyhneliTVP3a0vLJycKF27gizezsit+R3MtbUb9a6xwY+2Sz0XtR+qT8+kKm5mZmZmZDRYnHWnOxKGL2fwhj2O3crj6nh8C8Oz9n9bTclg5OD7ZXMYmU6KAyUfTHLahnPFteMfOmRtuSj9i112ml1V63xan/44jZ3fU5PTNcQFiOG83krvctld65lJTfOS5a5Wm+Zjw/Zd6SdJFwHOB+yPiKXnZ3sBlwEHAXcCLImKTUprRDwInAVuBMyLi+70ot5Vcn/QG9ZN+mcPm+7CZmZmZtdfFwAlVy84Fro2IQ4Fr82uAE4FD8+Ms4CNdKqOZRQuPHihFD5tZL9Sby/bb5/9lek1/z21rNvvafDJwmhlE7hWLSjruoUqKx8pEtJyae7yQgnvxaF42mX/mnrXhmT1sw9vTPkPbx2ZsX93iHn1y/6WFHp8i4j8lHVS1+GTguPz8EuBbwJvy8k9ERADXSdpT0n4RsaFLxTUbWP3Sw+YKm/WVdqT3r+YkJGY2H5U0/w9/5SAAlj3nLgBUlVpflRvhVm5+PTKCJlIikliyGIDhbWnd8PacXGRLujVA5Qa5yglNKhW1yYcfSS8rlcRJD4UssX0LlbB7gX3z8xXA2sJ26/IyV9jMOs0VNjMzMzOrFhEhNd+2L+ks0rBJlrC07eUyGyjhHramDN++gz1OWuMbaFpPuWfNanF8sqZVcnJXEn/kJCRTrys/Rwr/BedlqqTrz2n+tWVbWp972B5zQ+xKspE+GQo54O6rDHWUtB9wf16+HjigsN3KvOwxImIVsApgmfb2L91svvrkW+SkI2ZmZmaddxVwen5+OnBlYfnLlRwDbPb8NbPOE6mHrdlHL5Sih81soenEXLtm39vMuqsyl60yv2w6tX7uHZtIbaTKqfi1c+fUzbanEpJsHs7HSNtMPPLozDepStc/9R5NpPt2fOo8SZ8lJRhZLmkd8HbgAuBySWcCdwMvypuvJqX0X0NK6/+KrhfYbFD1ya0SXGEzMzMza6OIOK3OquNrbBvA2Z0tkZnV4jlsbVRpBRyUljnrX9V/o43+zfZbymqb5vhkTZu6uTXTGSOHK/PechbIyg21x8Zr7jv9uvmetXqv63F8MrMFqYf3VWuW57CZmZmZmZmVVKl62OZqxatuya61vVu5F7aF0tLbyc/RaI+Pe4aa4/hkc3nM77y69yvyXLZCJ1lU5rBVaOY8uF5wfDKzQaHJubcpg1JV2MzMzMzMzLqiT4ZE9mWFbbbWP7fKWa/U+pvrZY9gsy3Z1h6OTzYvHepZc3wyM3usfkk6MuccNkkXSbpf0k8Ly/aWdI2k2/PPvfJySfqQpDWSfizp6Z0svJkNNscnMzMza0mQGsmaffRAIz1sFwMfBj5RWHYucG1EXCDp3Pz6TcCJwKH5cTTwkfzTbCCUsTW4jGVqo4txfDJrSBljQRnLZGaDY8H0sEXEfwIPVi0+GbgkP78EOKWw/BORXAfsKWm/NpXVzGwGxyczMzNrWbTw6IFW57DtGxEb8vN7gX3z8xXA2sJ26/KyDZjNQz+0wvZDGQeE45N1VT989/uhjGZm3ST6p4dt3klHIiKk5j+upLOAswCWsHS+xTAzewzHJzMzM6uph3PSmtVqhe0+SftFxIY8pOj+vHw9cEBhu5V52WNExCpgFcAy7d0fZ8u6zq3C1gLHJ+sKxyczs/7WLz1sc85hq+Mq4PT8/HTgysLyl+dsbMcAmwtDk8zMusHxyczMzOa2UOawSfoscBywXNI64O3ABcDlks4E7gZelDdfDZwErAG2Aq/oQJkb4vsd9Te3XFsjHJ+sFxyfzMwWhn7pYZuzwhYRp9VZdXyNbQM4e76FMjNrhOOTmZmZtSSAyf6osc076YhZO7nl2szKyvHJzGyB6Y/6mitsZmZmZmY2eBbMkEizbnDLdX+pzL3y780Ggf/O+4vjk5k1rANp/SWdAHwQGAY+FhEXVK3/a+DPgHHgAeBPI+Lu2Y7ZapZIMzMzMzOzvqVo/jHr8aRh4ELgROBw4DRJh1dt9gPgyIj4LeAK4B/mKqd72BaIbrQkdiKjnVtA+4uzGlorHJ+sGxyfzKwEjgLWRMSdAJIuBU4GbqlsEBHfLGx/HfDSuQ7qHjYzMzMzMxssrdyDbe4RlCuAtYXX6/Kyes4EvjrXQRd8D9tCv99RN1uA671XK+fWLdf9o9bv17+/9nB86vx7OT4tbI5PZtYqAWptDttySTcWXq+KiFVNv7/0UuBI4JlzbbvgK2zV2hHIy3BxVab/kKrLMtv5KVO5mzVoE9nL8Hc+aByf2s/xaWEqw9+5mS0Aky3ttTEijqyzbj1wQOH1yrxsBkl/ALwFeGZE7JjrDT0k0szMzKyNJF0k6X5JPy0s+0dJP5P0Y0lflLRnYd15ktZIuk3Ss3tSaLMBpIimH3O4AThU0sGSFgGnAlfNeE/pCOBfgOdHxP2NlHNgetgWSqtjP3yOei3a/VD2RtRr2e33z9dIi3W/f8ayWijntR8+h+NTf+rD+HQx8GHgE4Vl1wDnRcS4pHcD5wFvyhnkTgWeDOwPfEPSYREx0eUymw2WxuakNXfI9P1+FXA1Ka3/RRFxs6R3ADdGxFXAPwK7AZ+TBPDLiHj+bMcdmAqbmZmZWTdExH9KOqhq2dcLL68DXpifnwxcmodF/ULSGlKmue92o6xmgys6ch+2iFgNrK5a9rbC8z9o9piusPWJkrUcNqWfyw4Lf67EQv981nn9/B3v57LDwv/+LuDP96fAZfn5ClIFrmKurHJm1iZz3VetLFxhMzMzM+sSSW8BxoFPt7DvWcBZAEtY2uaSmQ2gDvSwdYIrbGYDqpmW637vhTCz/rJQ45OkM4DnAsdHTF0pNpRVDiCnDl8FsEx798eVpllZBai1LJFd5yyRZmZmZh0m6QTgjaTMcFsLq64CTpW0WNLBwKHA93pRRrOBE9H8owfcw9aEXoyl76eWQyu3+fz9trLvxGu+0/L7WfMcn6yfLbT4JOmzwHGkG+yuA95Oygq5GLgmZ4a7LiJemTPIXQ7cQhoqebYzRJp1SZ/0U7vCZmZmZtZGEXFajcUfn2X7dwHv6lyJzKyWBu6rVgqusJWUW657b6FkJ1son8PKw/Gp9xbK93qhfA4z61OusJmZmZmZmZVQAH2SdMQVthJy67W1g1uurRMcn6wdHJ/MrNdEeEikmZmZmZlZabnCZs1yy3U59GvLb7+W2/qD41M59Ov3vF/LbWZWBq6wmZmZmZnZ4HEP28LjFmYrI7dcGzg+WTk5PnXOI2za+I24YguwsddlqWE55SwXlLdsZS0XlLds1eU6sKm9nXTEzMzMzDolIh4n6caIOLLXZalW1nJBectW1nJBecvWjnI56YhZn2q2p6IXLchutTYbTI5PZmZt5AqbmZmZmZlZGYUrbGaDoptzh9xybWbNcHxa8Fb1ugB1lLVcUN6ylbVcUN6yza9cgStsZmZmZtY5EVHKC+mylgvKW7aylgvKW7a2lMtJR8ysXdxybWZl5fhkZv2qX5KODM21gaSLJN0v6aeFZf8o6WeSfizpi5L2LKw7T9IaSbdJenaHym1m5vhkZmZmrYto/tEDc1bYgIuBE6qWXQM8JSJ+C/g5cB6ApMOBU4En533+WdJw20prNiA2rz5kxsPquhjHJ7OucnzqPUkn5IanNZLO7XFZDpD0TUm3SLpZ0jl5+fmS1kv6YX6c1IOy3SXpJ/n9b8zL9pZ0jaTb88+9elCuJxXOyw8lPSzptb04Z3UaPmueIyUfyn93P5b09B6UrWajrKSDJG0rnLuPzvkGAUxG848emLPCFhH/CTxYtezrETGeX14HrMzPTwYujYgdEfELYA1wVBvLa2Y2xfHJzAZNbmi6EDgROBw4LTdI9co48PqIOBw4Bji7UJ73R8TT8mN1j8r3P/P7V+7XdS5wbUQcClybX3dVRNxWOS/AbwNbgS/m1d0+Zxfz2IbPeufoRODQ/DgL+EgPylazUTa7o3DuXjn34VvoXStxD9tc/hT4an6+AlhbWLcuLzOzBrjFuu0cn8zaxPGpNI4C1kTEnRGxE7iU1CDVExGxISK+n58/AtxKuWPrycAl+fklwCm9KwoAx5MqGnf34s1rNXxS/xydDHwikuuAPSXt182yzdIo2+qb9EWFbV5JRyS9hdSy8ukW9j2LVDtnCUvnUwyzvlXGi592pQEfjh1tOU6rHJ/M5sfxqbRqNT4d3aOyzCDpIOAI4HrgGcCrJL0cuJHUC7epy0UK4OuSAviXnFVw34jYkNffC+zb5TJVOxX4bOF1r88Z1D9H9Ro+N9AbfwpcVnh9sKQfAA8Db42I/zfnERZK0pF6JJ0BPBd4ScTUp10PHFDYbGVe9hgRsSoijoyII0dZ3GoxzMwew/HJzKy7JO0GfB54bUQ8TBou90TgaaQL+vf2oFi/GxFPJw3lO1vS7xdX5v8fenbFLmkR8Hzgc3lRGc7ZDL0+R/XUaJTdADwhIo4A/hr4jKRlsx6kj+awtdTDJukE4I3AMyNia2HVVaQT9D5gf9IY1+/Nu5RmC8xCbrnuNccns/lxfCq9hhufukXSKKmy9umI+AJARNxXWP+vwJe7Xa6IWJ9/3i/pi6ThpPdJ2i8iNuThfPd3u1wFJwLfr5yrMpyzrN45KsXfXqFR9vhKo2xE7AB25Oc3SboDOIzUU1lHQPTHjdgaSev/WeC7wJMkrZN0JvBhYHfgmmImloi4GbgcuAX4GnB2REx0rPRmNtAcn8xsAN0AHCrp4NxDcyqpQaonJAn4OHBrRLyvsLw4t+l/AT+t3rfD5dpV0u6V58Af5TJcBZyeNzsduLKb5apyGoXhkL0+ZwX1ztFVwMtztshjgM2FoZNdUWiUfX6xUVbS4yqZnyX9OqlR9s45D7hQ5rBFxGk1Fn98lu3fBbxrPoUyW+iqW4vL2KLdDxyfzNrP8ancImJc0quAq4Fh4KLcINUrzwBeBvxE0g/zsjeTslc+jTTw7C7gL7pcrn2BL6b6JCPAZyLia5JuAC7PDXx3Ay/qcrmAqUrkHzLzvPxDt89Zbvg8DlguaR3wduACap+j1cBJpCzLW4FX9KBs5wGLSY2yANfljJC/D7xD0hgwCbwyIqqTqfSteSUdMTMzM7Puyunee5Umf4aI+A6gGqt6Wr6IuBN4ao3lvyJlZuypiNgC7FO17GU9KEethk+ocY7y8MOzO1uiGe/XcKNsRHyeNCy3iTegZ3PSmuUKm/WVRlt6+22+g1u0zfqf45OZWZ/pkyyRrrCZmZmZmdngcYXNzFrVzRbtfmvtN7Pecnwys4Whd0lEmuUKm5mZmZmZDZYAJvsjrb8rbGZ9wHNIzKysHJ/MrG+5h83MzMzMzKykXGEzs04ptmhXWrM918PMysDxycz6Qzitv5mZmZmZWSkFRPTHHDZFCboCJT0AbAE29rosdSynnGUra7mgvGVzuZrXatkOjIjHtbsw3Vby+LQQ/246zeVqXlnLNp9yLYj4ZGat22PkcXHsslOa3u/qTR+7KSKObH+J6itFD1tEPE7Sjd3+8I0qa9nKWi4ob9lcruaVuWzdUOb4VNZyQXnL5nI1r6xlK2u5zKyPlKDjqhGlqLCZmZmZmZl1TYTT+puZmZmZmZWWe9iatqrXBZhFWctW1nJBecvmcjWvzGXrlrKeg7KWC8pbNpereWUtW1nLZWZ9Ivqkh60USUfMzMzMzMy6ZY/hfeKYJc9per+vb/3kYCYdMTMzMzMz65qgb+7DNtTrAgBIOkHSbZLWSDq3h+U4QNI3Jd0i6WZJ5+Tle0u6RtLt+edePSrfsKQfSPpyfn2wpOvzebtM0qIelWtPSVdI+pmkWyUdW4ZzJul1+ff4U0mflbSkV+dM0kWS7pf008KymudIyYdyGX8s6ek9KNs/5t/njyV9UdKehXXn5bLdJunZnSxbrzk2NVXG0sWnssamXDbHp9bK5dhkZu0Tk80/eqDnFTZJw8CFwInA4cBpkg7vUXHGgddHxOHAMcDZuSznAtdGxKHAtfl1L5wD3Fp4/W7g/RFxCLAJOLMnpYIPAl+LiN8AnkoqY0/PmaQVwGuAIyPiKcAwcCq9O2cXAydULat3jk4EDs2Ps4CP9KBs1wBPiYjfAn4OnAeQvw+nAk/O+/xz/g4vOI5NTStjfCpdbALHp3mWa+Bjk5kNnp5X2ICjgDURcWdE7AQuBU7uRUEiYkNEfD8/f4T0n/uKXJ5L8maXAKd0u2ySVgLPAT6WXwt4FnBFj8u1B/D7wMcBImJnRDxECc4ZacjvLpJGgKXABnp0ziLiP4EHqxbXO0cnA5+I5DpgT0n7dbNsEfH1iBjPL68DVhbKdmlE7IiIXwBrSN/hhcixqUFljE8lj03g+NRSuRybzKxdAojJaPoxl7lG50hanEdRrMmjKg6a65hlqLCtANYWXq/Ly3oqn7wjgOuBfSNiQ151L7BvD4r0AeCNQKUvdh/gocJ/XL06bwcDDwD/lodDfUzSrvT4nEXEeuA9wC9JF0KbgZsoxzmrqHeOyvad+FPgq/l52crWSaX8rCWMTVDO+FTK2ASOT200qLHJzNohou1DIhscnXMmsCmPpng/aXTFrMpQYSsdSbsBnwdeGxEPF9dFSqvZ1RmKkp4L3B8RN3XzfRs0Ajwd+EhEHAFsoWqIUY/O2V6kFteDgf2BXXns0JrS6MU5aoSkt5CG432612Wx8sWmXKayxqdSxiZwfGoHxyYza4cO9LA1MjqnOILhCuD4PDKlrjJU2NYDBxRer8zLekLSKOmC6NMR8YW8+L7KkI/88/4uF+sZwPMl3UX6xT+LNDdjzzycBnp33tYB6yLi+vz6CtJFUq/P2R8Av4iIByJiDPgC6TyW4ZxV1DtHpfhOSDoDeC7wkpi+/0cpytYlpfqsJY1NUN74VNbYBI5P8+LYZGZt0/6kI4309k9tk0dVbCaNTKmrDGn9bwAOlXQwKbieCry4FwXJtduPA7dGxPsKq64CTgcuyD+v7Ga5IuI8pidWHwe8ISJeIulzwAtJF0ldL1cu272S1kp6UkTcBhwP3JIfPTtnpKFGx0haCmzL5boR+CY9PmcF9f6urgJeJelS4Ghgc2FoUldIOoE0xO2ZEbG1sOoq4DOS3kfqGTgU+F43y9ZFjk0NKGt8KnFsAsenljk2mVm7PMKmq78RVyxvYdclkm4svF4VEavaVa6aIqLnD+AkUranO4C39LAcv0sa9vFj4If5cRKp1nstcDvwDWDvHpbxOODL+fmvk/5DWgN8DljcozI9jXSx8WPgS8BeZThnwN8BPwN+CnwSWNyrcwZ8ljRXZYzU2nJmvXMEiDT++Q7gJ6RMct0u2xpS60/le/DRwvZvyWW7DTixF39zXfwbcmxqrpylik9ljU25bI5PrZXLsckPP/wo7QM4Fri68Po84Lyqba4Gjs3PR4CNgGY7rvLGZmZmZmZm1qI8rP3npJET60mjdV4cETcXtjkb+B8R8UpJpwIviIgXzXbcMgyJNDMzMzMz62sRMS7pVaRetGHgooi4WdI7gBsj4irSFIdPSlpDunXJqXMd1z1sZmZmZmZmJVWGLJFmZmZmZmZWgytsZmZmZmZmJeUKm5mZmZmZWUm5wmZmZmZmZlZSrrCZmZmZmZmVlCtsZmZmZmZmJeUKm5mZmZmZWUm5wmZmZmZmZlZS/z+AfJMOyHopRgAAAABJRU5ErkJggg==\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "for i in range(10):\n", " plot_predicted_data(generator, collected_routes, -i - 1)" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "### Training mit routen als liste von Wendepunkten\n", "\n", "Analog wurde das gleiche Model mit einer Liste an Wendepunkten trainiert. Hier wurde mti einem neuen Modell gearbeitet.\n", "Ein Weitertrainieren / verändern des Alten modells where vermutlich genauso gut möglich." - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 56, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(11883, 128, 128, 3)" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "outputs": [], "source": [ "del collected_routes\n", "collected_routes = np.load(COLLECTED_ROUTES_DOT_DUMP, allow_pickle=True)\n", "collected_routes.shape" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", @@ -4089,40 +2665,8 @@ }, { "cell_type": "code", - "execution_count": 57, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ca201f73ad364cd286c50e9619bff97d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/3 [00:00" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "plt.figure(figsize=(17.5, 25))\n", "np_array = np.flip(collected_routes[1, :, :, :], axis=0)\n", @@ -4133,87 +2677,39 @@ "plt.subplot(1, 4, 4)\n", "plt.imshow(0x88 * np_array[:, :, 0] + 0xFF * np_array[:, :, 2], interpolation=\"nearest\")\n", "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 58, + ], "metadata": { - "scrolled": false, + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Generator exists. Deleting for reset\n", - "Epoch 1/100\n", - "298/298 [==============================] - 39s 125ms/step - loss: 0.1981 - binary_crossentropy: 0.1981 - mean_squared_error: 0.0476 - mean_absolute_error: 0.1659 - root_mean_squared_error: 0.2181 - val_loss: 0.0340 - val_binary_crossentropy: 0.0340 - val_mean_squared_error: 0.0017 - val_mean_absolute_error: 0.0323 - val_root_mean_squared_error: 0.0407\n", - "Epoch 2/100\n", - "298/298 [==============================] - 41s 138ms/step - loss: 0.0059 - binary_crossentropy: 0.0059 - mean_squared_error: 4.9890e-04 - mean_absolute_error: 0.0037 - root_mean_squared_error: 0.0223 - val_loss: 0.0036 - val_binary_crossentropy: 0.0036 - val_mean_squared_error: 4.7652e-04 - val_mean_absolute_error: 7.9975e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 3/100\n", - "298/298 [==============================] - 43s 143ms/step - loss: 0.0034 - binary_crossentropy: 0.0034 - mean_squared_error: 4.7244e-04 - mean_absolute_error: 9.6236e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7622e-04 - val_mean_absolute_error: 7.9818e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 4/100\n", - "298/298 [==============================] - 40s 133ms/step - loss: 0.0034 - binary_crossentropy: 0.0034 - mean_squared_error: 4.7225e-04 - mean_absolute_error: 9.4972e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7618e-04 - val_mean_absolute_error: 9.5997e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 5/100\n", - "298/298 [==============================] - 38s 129ms/step - loss: 0.0034 - binary_crossentropy: 0.0034 - mean_squared_error: 4.7203e-04 - mean_absolute_error: 9.4928e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7617e-04 - val_mean_absolute_error: 7.5357e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 6/100\n", - "298/298 [==============================] - 38s 128ms/step - loss: 0.0033 - binary_crossentropy: 0.0033 - mean_squared_error: 4.7177e-04 - mean_absolute_error: 9.4548e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7603e-04 - val_mean_absolute_error: 8.3309e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 7/100\n", - "298/298 [==============================] - 38s 127ms/step - loss: 0.0032 - binary_crossentropy: 0.0032 - mean_squared_error: 4.7136e-04 - mean_absolute_error: 9.4601e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0036 - val_binary_crossentropy: 0.0036 - val_mean_squared_error: 4.7607e-04 - val_mean_absolute_error: 7.8658e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 8/100\n", - "298/298 [==============================] - 36s 121ms/step - loss: 0.0030 - binary_crossentropy: 0.0030 - mean_squared_error: 4.7010e-04 - mean_absolute_error: 9.4647e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0047 - val_binary_crossentropy: 0.0047 - val_mean_squared_error: 4.7721e-04 - val_mean_absolute_error: 6.1461e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 9/100\n", - "298/298 [==============================] - 36s 120ms/step - loss: 0.0028 - binary_crossentropy: 0.0028 - mean_squared_error: 4.6858e-04 - mean_absolute_error: 9.3955e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0041 - val_binary_crossentropy: 0.0041 - val_mean_squared_error: 4.7777e-04 - val_mean_absolute_error: 7.3471e-04 - val_root_mean_squared_error: 0.0219\n", - "Epoch 10/100\n", - "298/298 [==============================] - 36s 121ms/step - loss: 0.0027 - binary_crossentropy: 0.0027 - mean_squared_error: 4.6769e-04 - mean_absolute_error: 9.3638e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0031 - val_binary_crossentropy: 0.0031 - val_mean_squared_error: 4.7422e-04 - val_mean_absolute_error: 9.2554e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 11/100\n", - "298/298 [==============================] - 37s 123ms/step - loss: 0.0027 - binary_crossentropy: 0.0027 - mean_squared_error: 4.6682e-04 - mean_absolute_error: 9.3375e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0038 - val_binary_crossentropy: 0.0038 - val_mean_squared_error: 4.7504e-04 - val_mean_absolute_error: 5.9963e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 12/100\n", - "298/298 [==============================] - 36s 122ms/step - loss: 0.0026 - binary_crossentropy: 0.0026 - mean_squared_error: 4.6607e-04 - mean_absolute_error: 9.3209e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0039 - val_binary_crossentropy: 0.0039 - val_mean_squared_error: 4.7533e-04 - val_mean_absolute_error: 6.9156e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 13/100\n", - "298/298 [==============================] - 36s 120ms/step - loss: 0.0026 - binary_crossentropy: 0.0026 - mean_squared_error: 4.6532e-04 - mean_absolute_error: 9.3130e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0036 - val_binary_crossentropy: 0.0036 - val_mean_squared_error: 4.7430e-04 - val_mean_absolute_error: 6.6586e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 14/100\n", - "298/298 [==============================] - 36s 121ms/step - loss: 0.0025 - binary_crossentropy: 0.0025 - mean_squared_error: 4.6447e-04 - mean_absolute_error: 9.2749e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0038 - val_binary_crossentropy: 0.0038 - val_mean_squared_error: 4.7477e-04 - val_mean_absolute_error: 6.9639e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 15/100\n", - "298/298 [==============================] - 37s 123ms/step - loss: 0.0025 - binary_crossentropy: 0.0025 - mean_squared_error: 4.6374e-04 - mean_absolute_error: 9.2690e-04 - root_mean_squared_error: 0.0215 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7627e-04 - val_mean_absolute_error: 9.1344e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 16/100\n", - "298/298 [==============================] - 36s 120ms/step - loss: 0.0024 - binary_crossentropy: 0.0024 - mean_squared_error: 4.6278e-04 - mean_absolute_error: 9.2352e-04 - root_mean_squared_error: 0.0215 - val_loss: 0.0048 - val_binary_crossentropy: 0.0048 - val_mean_squared_error: 4.7858e-04 - val_mean_absolute_error: 6.6789e-04 - val_root_mean_squared_error: 0.0219\n", - "Epoch 17/100\n", - "298/298 [==============================] - 36s 120ms/step - loss: 0.0024 - binary_crossentropy: 0.0024 - mean_squared_error: 4.6187e-04 - mean_absolute_error: 9.2410e-04 - root_mean_squared_error: 0.0215 - val_loss: 0.0046 - val_binary_crossentropy: 0.0046 - val_mean_squared_error: 4.7608e-04 - val_mean_absolute_error: 6.2634e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 18/100\n", - "298/298 [==============================] - 36s 120ms/step - loss: 0.0024 - binary_crossentropy: 0.0024 - mean_squared_error: 4.6078e-04 - mean_absolute_error: 9.2117e-04 - root_mean_squared_error: 0.0215 - val_loss: 0.0037 - val_binary_crossentropy: 0.0037 - val_mean_squared_error: 4.7436e-04 - val_mean_absolute_error: 6.7459e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 19/100\n", - "298/298 [==============================] - 36s 120ms/step - loss: 0.0023 - binary_crossentropy: 0.0023 - mean_squared_error: 4.5959e-04 - mean_absolute_error: 9.1802e-04 - root_mean_squared_error: 0.0214 - val_loss: 0.0034 - val_binary_crossentropy: 0.0034 - val_mean_squared_error: 4.7603e-04 - val_mean_absolute_error: 8.9671e-04 - val_root_mean_squared_error: 0.0218\n", - "Epoch 20/100\n", - "298/298 [==============================] - ETA: 0s - loss: 0.0023 - binary_crossentropy: 0.0023 - mean_squared_error: 4.5850e-04 - mean_absolute_error: 9.1480e-04 - root_mean_squared_error: 0.0214Restoring model weights from the end of the best epoch: 10.\n", - "298/298 [==============================] - 36s 121ms/step - loss: 0.0023 - binary_crossentropy: 0.0023 - mean_squared_error: 4.5850e-04 - mean_absolute_error: 9.1480e-04 - root_mean_squared_error: 0.0214 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7878e-04 - val_mean_absolute_error: 9.2239e-04 - val_root_mean_squared_error: 0.0219\n", - "Epoch 20: early stopping\n" - ] - } - ], + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ + "# Delete the generator variable if allrady defined. Saves some gpu memory,\n", "if 'generator' in globals():\n", - " # myVar exists.\n", - " print(\"Generator exists. Deleting for reset\")\n", + " print(\"Generator exists. Deleting for reset.\")\n", " del generator\n", "\n", + "# creates the model\n", "generator = model_generator()\n", "\n", + "# compiles the model\n", "generator.compile(\n", - " optimizer=tf.keras.optimizers.RMSprop(learning_rate=0.0001),\n", + " optimizer=tf.keras.optimizers.RMSprop(learning_rate=0.00001), # \n", " loss=\"binary_crossentropy\",\n", " metrics=[\n", " \"binary_crossentropy\",\n", " \"mean_squared_error\",\n", " \"mean_absolute_error\",\n", - " tf.keras.metrics.RootMeanSquaredError(),\n", " ],\n", ")\n", "\n", + "# starts the training\n", "history = generator.fit(\n", " collected_routes[:, :, :, :2],\n", " collected_routes[:, :, :, 2],\n", @@ -4221,32 +2717,20 @@ " epochs=100,\n", " use_multiprocessing=False,\n", " workers=1,\n", - " callbacks=[early_stop, tf.keras.callbacks.TerminateOnNaN(),],\n", + " callbacks=[early_stop, tf.keras.callbacks.TerminateOnNaN()],\n", ")" - ] - }, - { - "cell_type": "code", - "execution_count": 59, + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "plt.figure(figsize=(20, 5))\n", "plt.subplot(1, 3, 1)\n", @@ -4259,7 +2743,13 @@ "plot_history([\"mean_absolute_error\", \"mean_squared_error\", \"root_mean_squared_error\"])\n", "plt.title('other metrics')\n", "plt.show()" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", @@ -4272,27 +2762,16 @@ "pycharm": { "name": "#%% md\n" } - }, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "invalid syntax (3138732072.py, line 1)", - "output_type": "error", - "traceback": [ - "\u001B[1;36m Input \u001B[1;32mIn [1]\u001B[1;36m\u001B[0m\n\u001B[1;33m Betrachtung des trainierten Models mit Routen als Linien\u001B[0m\n\u001B[1;37m ^\u001B[0m\n\u001B[1;31mSyntaxError\u001B[0m\u001B[1;31m:\u001B[0m invalid syntax\n" - ] - } - ], - "execution_count": 1 + } }, { "cell_type": "code", "execution_count": 60, "metadata": { - "scrolled": false, "pycharm": { "name": "#%%\n" - } + }, + "scrolled": false }, "outputs": [ { @@ -4425,10 +2904,10 @@ "cell_type": "code", "execution_count": 61, "metadata": { - "scrolled": false, "pycharm": { "name": "#%%\n" - } + }, + "scrolled": false }, "outputs": [ { @@ -4570,15 +3049,15 @@ }, { "cell_type": "markdown", - "source": [ - "Wie sehr schnell deutlich wird Skalieren die Ergebnisse der Liniendarstellung viel besser als die Ergebnisse der Punktdarstellung. Der Fehler ist aber bei der Punktdarstellung viel geringer. Dies ist auf die wesentlich mehr Werte die mit Routenmarkierungen versehen wurden zurückzuführen. Welches der Beiden ergebnisse sich nachher besser für den Einsatzt" - ], "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } - } + }, + "source": [ + "Wie sehr schnell deutlich wird Skalieren die Ergebnisse der Liniendarstellung viel besser als die Ergebnisse der Punktdarstellung. Der Fehler ist aber bei der Punktdarstellung viel geringer. Dies ist auf die wesentlich mehr Werte die mit Routen markierungen versehen worden zurückzuführen. Welches der Beiden ergebnisse sich nachher besser für den Einsatz geeignet ist will ich nicht sagen. Beide Varianten müssten aber vermutlich neu Skaliert werden.\n", + "Beide Modelle Zeigen aber sowohl bei Trainings als auch Validierungsdaten einen guten Instinkt für die Richtung der gefolgt werden muss." + ] }, { "cell_type": "markdown", @@ -4588,8 +3067,14 @@ } }, "source": [ - "## Ausblick\n", - "Minimaldistanz ist or verknüpft nicht and verknüpft." + "## Reflection und Ausblick\n", + "\n", + "Es konnte gezeigt werden das, das Schätzen einer Segelroute gut Funktionieren kann. Es fehlen sicherlich noch viele Faktoren wie lokale Winde, Strömungen und dynamische Hindernisse. Trotzdem bin ich zufrieden mit den Ergebnissen, die in diesem ersten Schritt erzielt werden konnten. Enttäuschend war wie sehr mich meine eigene GPU limitiert hat. Die Ergebnisse werden sicherlich mit mehr Daten etwas Robuster. Die limits an der Rechenleistung haben leider auch behindert, das ich mit Werkzeugen wie dem `KerasTuner` mit dem ich bisher sehr gute erfahrungen gemacht habe das neuronale Netz noch etwas optimiere und evtl. reduziere. Da das Tensorflow beispiel Netz, an dem sich hier Orientiert wurde, für ein 3 Kanaliges Bild mit höherer Auflösung ausgelegt war. Das Netz wurde darauf zwar angepasst aber nicht auf ein minimum reduziert. Auch war bedauerlicherweise keine Zeit um sich mit Datenaugmentierung zu beschäftigen. Sonst wäre sicher möglich gewesen einen Random Flip einzuführen der zufällig Label/Farbkanal 3 und Situation horizontal spiegelt. In Anbetracht dessen das ich aber mehr Daten besessen habe als genutzt wurden, hätte dies das Ergebnis aber nur unwesentlich verfeinert, auch wenn es zufällige Asymmetrien aus dem Netz genommen hätte. Diese konten zwar nicht beobachtet werden. Sind aber natürlich trotzdem möglich. Auch muss noch geprüft werden, ob der Kurs estimator auch auf einer echten Karte valide Ergebnisse liefert.\n", + "Entweder durch mehr Daten oder durch ein Nachgelagertes verfeinern der Ergebnisse durch ein weiteres Netz oder den Discriminator des PIX2PIX Papers [3][4].\n", + "\n", + "Welches der beiden Modelle sich in der Praxis als Überlegen erweisen wird und ob die Netze einen Mehrwert bringen können, muss sich erst noch zeigen und kann an dieser Stelle von mir nicht beantwortet werden. Sicher ist das sie nicht nur prinzipiell, sondern auch mit dieser Implementierung Funktionieren.\n", + "\n", + "An dieser Stelle muss ich mich bei den anderen Mitgliedern des Sailing Team Darmstadt e.V. bedanken. Ohne die existierende experimentelle Wegfindung des `Pyrate` projekts wäre diese Arbeit nicht möglich gewesen." ] }, { @@ -4602,9 +3087,9 @@ "source": [ "## Literaturverzeichnis\n", "\n", - "[1] Jang, Hoyun and Lee, Inwon and Seo, Hyoungseock: *Effectiveness of CFRP rudder aspect ratio for scale model catamaran racing yacht test*, 2017\n", + "[1] Jang, Hoyun and Lee, Inwon and Seo, Hyoungseock: *Effectiveness of CFRP rudder aspect ratio for scale model catamaran racing yacht*, 2017\n", "\n", - "[2] Aurélien Géron: *Praxiseinstig Machinen Learning mit Scikit-Learn, Keras uind TensorFlow*, 2020, O.Reilly Verlag\n", + "[2] Aurélien Géron: *Praxiseinstig Machinen Learning mit Scikit-Learn, Keras und TensorFlow*, 2020, O.Reilly Verlag\n", "\n", "[3] Jun-Yan Zhu: *Image-to-Image Translation with Conditional Adversarial Networks*, 2018, Available: https://arxiv.org/abs/1611.07004\n", "\n", @@ -4614,48 +3099,16 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [], "source": [ - "plt.imshow(predicted[seed, :, :] / predicted[seed, :, :].sum(), interpolation=\"nearest\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "@article{article,\n", - "author = {Jang, Hoyun and Lee, Inwon and Seo, Hyoungseock},\n", - "year = {2017},\n", - "month = {09},\n", - "pages = {4109-4117},\n", - "title = {Effectiveness of CFRP rudder aspect ratio for scale model catamaran racing yacht test},\n", - "volume = {31},\n", - "journal = {Journal of Mechanical Science and Technology},\n", - "doi = {10.1007/s12206-017-0807-8}\n", - "}" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Ich würde auch zu 1. tendieren, stimme Ihnen aber zu, dass das Thema sehr umfangreich ist. Könnte man sich nicht einen Teilbereich herauspicken? Ich verstehe nicht viel vom Segeln, daher lassen Sie mich kurz zusammenfassen, was Sie vorhaben: - Sie generieren Trainingsdaten mit dem existierenden aber langsamen GD Algorithmus. Ich nehme an, es handelt sich um lokale Routen in einem relativ kleinen Kartenausschnitt. Lässt es die Laufzeit zu, dass Sie eine große Menge an Routen berechnen. - Sie haben dann eine Karte und als Ausgabe eine Liste der Wendepunkte - Warum wollen Sie daraus eine Heatmap berechnen? Diesen Schritt habe ich noch nicht verstanden - Wenn Sie aus einer Karte eine Heatmap trainieren wollen und dafür genügend Beispiele haben, könnnten GANs hilfreich sein: https://arxiv.org/abs/1611.07004 Ich würde Ihnen raten, das Problem möglichst so zu reduzieren, dass es im Rahmen des Moduls noch handhabbar bleibt. Alles Weitere kann man sich auch für spätere Arbeiten aufbewahren. Das 2. Thema ist auch ok. Aber vielleicht nicht ganz so spannend. Ich überlasse Ihnen die Entscheidung. Freundliche Grüße Heiner Giefers" + "## Eigenständigkeitserklärung\n", + "\n", + "![](Eigenstaendigkeit.jpg)" ] } ],