From af0aa113f4f8b00cbdaa188bb1f11c794cd3c922 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Alexander=20Ro=C3=9Fmann?= <alexander.rossmann@reutlingen-university.de> Date: Mon, 17 Jun 2024 05:56:02 +0000 Subject: [PATCH] Delete notebook.ipynb --- .../notebook.ipynb | 6854 ----------------- 1 file changed, 6854 deletions(-) delete mode 100644 Success Predicition/Prediction of Successful or Failed Startups/notebook.ipynb diff --git a/Success Predicition/Prediction of Successful or Failed Startups/notebook.ipynb b/Success Predicition/Prediction of Successful or Failed Startups/notebook.ipynb deleted file mode 100644 index 4eae7c0..0000000 --- a/Success Predicition/Prediction of Successful or Failed Startups/notebook.ipynb +++ /dev/null @@ -1,6854 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "include": true, - "paragraph": "BusinessUnderstanding", - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "# 1. Business Understanding\n", - "\n", - "Ein großer Teil der Forschung zum Unternehmenserfolg konzentriert sich auf den Erfolg von Unternehmen und KMU. In diesem Zusammenhang wird die Gesundheit eines Unternehmens in einem wettbewerbsorientierten Geschäftsumfeld in hohem Maße mit seiner Rentabilität und seinem Solvenzniveau in Verbindung gebracht. Butler und Fitzgerald bringen den Geschäftserfolg mit der Wettbewerbsleistung des Unternehmens im Vergleich zu seinen Konkurrenten in Verbindung. Lussier und Pfeifer betrachten Unternehmen als erfolgreich, wenn sie in den letzten drei Jahren mindestens den durchschnittlichen Gewinn der Branche erwirtschaftet haben. Gatev et al. hingegen definieren Erfolg als Fortführung der Geschäftstätigkeit ohne Schulden gegenüber Gläubigern und Aktionären" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "include": true, - "paragraph": "DataUnderstanding", - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "# 2. Data Understanding\n", - "\n", - "Das System beginnt, wie die meisten maschinellen Lernsysteme, mit den Daten. Dieser Datensatz wird von Crunchbase als Open-Source-Datenbank in Form von 11 zusammenhängenden CSV-Dateien bereitgestellt. Deshalb ist der erste Schritt der Datenaufbereitung ein Zusammenführen in eine CSV-Datei, woraufhin redundante und fehlerhafte Daten sowie Ausreißer entfernt werden und ein repräsentativer Datensatz erstellt wird.Der in dieser Fallstudie verwendete Datensatz enthält Details zu verschiedenen Aspekten von Startups wie Gründungsjahr, erhaltene Finanzierung, aktueller Betriebsstatus und viele andere ähnliche Aspekte.\n", - "Der zusammengeführte Datensatz enthält Branchentrends, Erkenntnisse über Investitionen und Informationen über einzelne Unternehmen. Es gibt 48 Spalten und 922 Zeilen. Die Zielvariable ist der Status: Wird ein Startup von einer anderen Organisation übernommen, bedeutet dies, dass das Startup erfolgreich ist. In dem vorhandenen Datensatz finden wir auch 3 verschiedene Datentypen wie inter, object und float." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.1 Bibliotheken Importieren" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# @hidden_cell\n", - "# The project token is an authorization token that is used to access project resources like data sources, connections, and used by platform APIs.\n", - "#from project_lib import Project\n", - "#project = Project(project_id='58cfadef-0dab-4f52-815b-d168d148c073', project_access_token='p-903376f94368bc4ec9552b4ef639cf7876172d2a')\n", - "#pc = project.project_context\n" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0", - "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a", - "execution": { - "iopub.execute_input": "2021-01-12T23:09:52.284017Z", - "iopub.status.busy": "2021-01-12T23:09:52.283347Z", - "iopub.status.idle": "2021-01-12T23:09:53.630070Z", - "shell.execute_reply": "2021-01-12T23:09:53.629426Z" - }, - "papermill": { - "duration": 1.385489, - "end_time": "2021-01-12T23:09:53.630179", - "exception": false, - "start_time": "2021-01-12T23:09:52.244690", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "import numpy as np # linear algebra\n", - "import pandas as pd \n", - "from sklearn.model_selection import train_test_split\n", - "import math\n", - "from collections import Counter\n", - "import seaborn as sns\n", - "import matplotlib.pyplot as plt # Matlab-style plotting\n", - "import plotly.offline as py\n", - "#py.init_notebook_mode(connected=True)\n", - "import plotly.graph_objs as go\n", - "# import plotly.tools as tls\n", - "sns.set(style='white', context='notebook', palette='deep')\n", - "import warnings\n", - "def ignore_warn(*args, **kwargs):\n", - " pass\n", - "warnings.warn = ignore_warn #ignore annoying warning (from sklearn and seaborn)\n", - "Random_state=42\n", - "np.random.seed(0)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:09:53.697828Z", - "iopub.status.busy": "2021-01-12T23:09:53.697084Z", - "iopub.status.idle": "2021-01-12T23:09:53.972262Z", - "shell.execute_reply": "2021-01-12T23:09:53.971593Z" - }, - "papermill": { - "duration": 0.311814, - "end_time": "2021-01-12T23:09:53.972399", - "exception": false, - "start_time": "2021-01-12T23:09:53.660585", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "#Models import\n", - "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier, GradientBoostingClassifier, ExtraTreesClassifier, VotingClassifier\n", - "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.neighbors import KNeighborsClassifier\n", - "from sklearn.tree import DecisionTreeClassifier\n", - "from sklearn.neural_network import MLPClassifier\n", - "from sklearn.svm import SVC\n", - "from sklearn.model_selection import GridSearchCV, cross_val_score, StratifiedKFold, learning_curve\n", - "#import imputer:\n", - "from sklearn.impute import KNNImputer\n", - "#score\n", - "from sklearn.metrics import f1_score\n", - "from sklearn.ensemble import StackingClassifier" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.2 Auslesen der Daten" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:09:54.106322Z", - "iopub.status.busy": "2021-01-12T23:09:54.105601Z", - "iopub.status.idle": "2021-01-12T23:09:54.338377Z", - "shell.execute_reply": "2021-01-12T23:09:54.337826Z" - }, - "papermill": { - "duration": 0.275188, - "end_time": "2021-01-12T23:09:54.338502", - "exception": false, - "start_time": "2021-01-12T23:09:54.063314", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>Unnamed: 0</th>\n", - " <th>state_code</th>\n", - " <th>latitude</th>\n", - " <th>longitude</th>\n", - " <th>zip_code</th>\n", - " <th>id</th>\n", - " <th>city</th>\n", - " <th>Unnamed: 6</th>\n", - " <th>name</th>\n", - " <th>labels</th>\n", - " <th>...</th>\n", - " <th>object_id</th>\n", - " <th>has_VC</th>\n", - " <th>has_angel</th>\n", - " <th>has_roundA</th>\n", - " <th>has_roundB</th>\n", - " <th>has_roundC</th>\n", - " 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37.238916 -121.973718 95032 c:16283 \n", - "2 1001 CA 32.901049 -117.192656 92121 c:65620 \n", - "3 738 CA 37.320309 -122.050040 95014 c:42668 \n", - "4 1002 CA 37.779281 -122.419236 94105 c:65806 \n", - "\n", - " city Unnamed: 6 name labels ... \\\n", - "0 San Diego NaN Bandsintown 1 ... \n", - "1 Los Gatos NaN TriCipher 1 ... \n", - "2 San Diego San Diego CA 92121 Plixi 1 ... \n", - "3 Cupertino Cupertino CA 95014 Solidcore Systems 1 ... \n", - "4 San Francisco San Francisco CA 94105 Inhale Digital 0 ... \n", - "\n", - " object_id has_VC has_angel has_roundA has_roundB has_roundC has_roundD \\\n", - "0 c:6669 0 1 0 0 0 0 \n", - "1 c:16283 1 0 0 1 1 1 \n", - "2 c:65620 0 0 1 0 0 0 \n", - "3 c:42668 0 0 0 1 1 1 \n", - "4 c:65806 1 1 0 0 0 0 \n", - "\n", - " avg_participants is_top500 status \n", - "0 1.0000 0 1 \n", - "1 4.7500 1 1 \n", - "2 4.0000 1 1 \n", - "3 3.3333 1 1 \n", - "4 1.0000 1 0 \n", - "\n", - "[5 rows x 49 columns]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Cloud: Fetch the file\n", - "#my_file = project.get_file(\"startup data.csv\")\n", - "\n", - "# Cloud: Read the CSV data file from the object storage into a pandas DataFrame\n", - "#my_file.seek(0)\n", - "\n", - "\n", - "\n", - "dataset=pd.read_csv('https://storage.googleapis.com/ml-service-repository-datastorage/Prediction_of_Successful_or_Failed_Startups_data.csv', converters={'status': lambda x: int(x == 'acquired')}, parse_dates=['founded_at','first_funding_at','last_funding_at'])\n", - "dataset.head()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "| Feature | Data Type|\n", - "|-----|------|\n", - "|Unnamed: 0 | int64 |\n", - "|state_code | str [ example: \"WA\" ] |\n", - "|latitude | float64 |\n", - "|longitude | float64 |\n", - "|zip_code | str [ example: \"92101\" ] |\n", - "|id | str [ example: \"c:63731\" ] |\n", - "|city | str [ example: \"San Francisco\" ] |\n", - "|Unnamed: 6 | str [ example: \"San Francisco CA 94103\" ] |\n", - "|name | str [ example: \"Lazarus Therapeutics\" ] |\n", - "|labels | int64 |\n", - "|founded_at | datetime64[ns] |\n", - "|closed_at | str [ example: \"5/1/2013\" ] |\n", - "|first_funding_at | datetime64[ns] |\n", - "|last_funding_at | datetime64[ns] |\n", - "|age_first_funding_year | float64 |\n", - "|age_last_funding_year | float64 |\n", - "|age_first_milestone_year| float64 |\n", - "|age_last_milestone_year | float64 |\n", - "|relationships | int64 |\n", - "|funding_rounds | int64 |\n", - "|funding_total_usd | int64 |\n", - "|milestones | int64 |\n", - "|state_code.1 | str [ example: \"CA\" ] |\n", - "|is_CA | int64 |\n", - "|is_NY | int64 |\n", - "|is_MA | int64 |\n", - "|is_TX | int64 |\n", - "|is_otherstate | int64 |\n", - "|category_code | str [ example: \"biotech\" ] |\n", - "|is_software | int64 |\n", - "|is_web | int64 |\n", - "|is_mobile | int64 |\n", - "|is_enterprise | int64 |\n", - "|is_advertising | int64 |\n", - "|is_gamesvideo | int64 |\n", - "|is_ecommerce | int64 |\n", - "|is_biotech | int64 |\n", - "|is_consulting | int64 |\n", - "|is_othercategory | int64 |\n", - "|object_id | str [ example: \"c:196\" ] |\n", - "|has_VC | int64 |\n", - "|has_angel | int64 |\n", - "|has_roundA | int64 |\n", - "|has_roundB | int64 |\n", - "|has_roundC | int64 |\n", - "|has_roundD | int64 |\n", - "|avg_participants | float64 |\n", - "|is_top500 | int64 |\n", - "|status | int64 |\n" - ] - } - ], - "source": [ - "def attribute_description(data):\n", - " longestColumnName = len(max(np.array(data.columns), key=len))\n", - " print(\"| Feature | Data Type|\")\n", - " print(\"|-----|------|\")\n", - " for col in data.columns:\n", - " description = ''\n", - " col_dropna = data[col].dropna()\n", - " example = col_dropna.sample(1).values[0]\n", - " if type(example) == str:\n", - " description = 'str '\n", - " if len(col_dropna.unique()) < 10:\n", - " description += '{'\n", - " description += '; '.join([ f'\"{name}\"' for name in col_dropna.unique()])\n", - " description += '}'\n", - " else:\n", - " description += '[ example: \"'+ example + '\" ]'\n", - " elif (type(example) == np.int32) and (len(col_dropna.unique()) < 10) :\n", - " description += 'dummy int32 {'\n", - " description += '; '.join([ f'{name}' for name in sorted(col_dropna.unique())])\n", - " description += '}'\n", - " else:\n", - " try:\n", - " description = example.dtype\n", - " except:\n", - " description = type(example)\n", - " print(\"|\" + col.ljust(longestColumnName)+ f'| {description} |')\n", - " \n", - "attribute_description(dataset)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Unnamed: 0 0\n", - "state_code 0\n", - "latitude 0\n", - "longitude 0\n", - "zip_code 0\n", - "id 0\n", - "city 0\n", - "Unnamed: 6 493\n", - "name 0\n", - "labels 0\n", - "founded_at 0\n", - "closed_at 588\n", - "first_funding_at 0\n", - "last_funding_at 0\n", - "age_first_funding_year 0\n", - "age_last_funding_year 0\n", - "age_first_milestone_year 152\n", - "age_last_milestone_year 152\n", - "relationships 0\n", - "funding_rounds 0\n", - "funding_total_usd 0\n", - "milestones 0\n", - "state_code.1 1\n", - "is_CA 0\n", - "is_NY 0\n", - "is_MA 0\n", - "is_TX 0\n", - "is_otherstate 0\n", - "category_code 0\n", - "is_software 0\n", - "is_web 0\n", - "is_mobile 0\n", - "is_enterprise 0\n", - "is_advertising 0\n", - "is_gamesvideo 0\n", - "is_ecommerce 0\n", - "is_biotech 0\n", - "is_consulting 0\n", - "is_othercategory 0\n", - "object_id 0\n", - "has_VC 0\n", - "has_angel 0\n", - "has_roundA 0\n", - "has_roundB 0\n", - "has_roundC 0\n", - "has_roundD 0\n", - "avg_participants 0\n", - "is_top500 0\n", - "status 0\n", - "dtype: int64\n" - ] - } - ], - "source": [ - "print(dataset.isnull().sum())" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:09:54.469165Z", - "iopub.status.busy": "2021-01-12T23:09:54.468544Z", - "iopub.status.idle": "2021-01-12T23:09:54.470895Z", - "shell.execute_reply": "2021-01-12T23:09:54.471480Z" - }, - "papermill": { - "duration": 0.039971, - "end_time": "2021-01-12T23:09:54.471616", - "exception": false, - "start_time": "2021-01-12T23:09:54.431645", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "dataset.rename(columns={'status':'is_acquired'}, inplace=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.030947, - "end_time": "2021-01-12T23:09:54.533579", - "exception": false, - "start_time": "2021-01-12T23:09:54.502632", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "## 2.3 Deskriptive Analyse" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:09:54.611947Z", - "iopub.status.busy": "2021-01-12T23:09:54.610929Z", - "iopub.status.idle": "2021-01-12T23:09:59.305803Z", - "shell.execute_reply": "2021-01-12T23:09:59.306343Z" - }, - "papermill": { - "duration": 4.737245, - "end_time": "2021-01-12T23:09:59.306493", - "exception": false, - "start_time": "2021-01-12T23:09:54.569248", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1296x1296 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def draw_heatmap(dataset):\n", - " \n", - " \n", - " f, ax = plt.subplots(figsize = (18, 18))\n", - " \n", - " corrMatt = dataset.corr(method='spearman')\n", - " \n", - " sns.heatmap(corrMatt, annot = True, linewidth = 0.5, fmt = '.1f', ax = ax)\n", - " plt.show()\n", - " \n", - " \n", - "numerics = ['int16', 'int32', 'int64', 'float16', 'float32', 'float64']\n", - " \n", - "numerical_df_1=dataset.select_dtypes(numerics)\n", - "numerical_column_names = dataset.select_dtypes(numerics).columns\n", - "\n", - "draw_heatmap(numerical_df_1)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.041576, - "end_time": "2021-01-12T23:09:59.390384", - "exception": false, - "start_time": "2021-01-12T23:09:59.348808", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 2.3.1 Detect outliers from numeric variables\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "_kg_hide-input": false, - "_kg_hide-output": false, - "execution": { - "iopub.execute_input": "2021-01-12T23:09:59.477232Z", - "iopub.status.busy": "2021-01-12T23:09:59.476520Z", - "iopub.status.idle": "2021-01-12T23:09:59.709550Z", - "shell.execute_reply": "2021-01-12T23:09:59.708857Z" - }, - "papermill": { - "duration": 0.277435, - "end_time": "2021-01-12T23:09:59.709663", - "exception": false, - "start_time": "2021-01-12T23:09:59.432228", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def getOutliersMatrix(numerical_df, threshold=1.5):\n", - " Q1 = numerical_df.quantile(0.25)\n", - " Q3 = numerical_df.quantile(0.75)\n", - " IQR = Q3 - Q1\n", - " \n", - " outdata = (numerical_df < (Q1 - 1.5 * IQR)) | (numerical_df > (Q3 + 1.5 * IQR))\n", - " \n", - " for name in numerical_df.columns:\n", - " outdata.loc[(outdata[name] == True), name] = 1\n", - " outdata.loc[(outdata[name] == False), name] = 0\n", - " \n", - " return outdata\n", - "\n", - "\n", - "outliersMatt = getOutliersMatrix(numerical_df_1)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:09:59.798701Z", - "iopub.status.busy": "2021-01-12T23:09:59.798014Z", - "iopub.status.idle": "2021-01-12T23:10:02.032172Z", - "shell.execute_reply": "2021-01-12T23:10:02.032704Z" - }, - "papermill": { - "duration": 2.281754, - "end_time": "2021-01-12T23:10:02.032854", - "exception": false, - "start_time": "2021-01-12T23:09:59.751100", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1296x1296 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "outliersMatt = getOutliersMatrix(numerical_df_1)\n", - "\n", - "dataset[outliersMatt==1]= np.nan\n", - "\n", - "numerical_df_2=dataset.select_dtypes(numerics)\n", - "\n", - "draw_heatmap(numerical_df_2)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.047819, - "end_time": "2021-01-12T23:10:02.128761", - "exception": false, - "start_time": "2021-01-12T23:10:02.080942", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "Alle Ausreißerpunkte mit fehlenden Werten zu ergänzen, die Ausreißerpunkte werden durch den IQR-Test erkannt.\n", - "Nach der Datenverarbeitung werden die insgesamt fehlenden Daten ergänzt." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.047865, - "end_time": "2021-01-12T23:10:02.224861", - "exception": false, - "start_time": "2021-01-12T23:10:02.176996", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 2.3.2 Data processing\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.047629, - "end_time": "2021-01-12T23:10:02.321400", - "exception": false, - "start_time": "2021-01-12T23:10:02.273771", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "Wenn Sie die Spalten \"Unnamed: 0\" und \"Unnamed: 6\" entfernen, hat Unnamed: 6 493 fehlende Daten, da wir keine Informationen über diese Spalte haben.\n", - "Unnamed:0 ist unbekannt. " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:10:02.431833Z", - "iopub.status.busy": "2021-01-12T23:10:02.426232Z", - "iopub.status.idle": "2021-01-12T23:10:02.434674Z", - "shell.execute_reply": "2021-01-12T23:10:02.434103Z" - }, - "papermill": { - "duration": 0.065254, - "end_time": "2021-01-12T23:10:02.434786", - "exception": false, - "start_time": "2021-01-12T23:10:02.369532", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "dataset.drop([\"Unnamed: 6\"],axis=1, inplace=True)\n", - "dataset.drop([\"Unnamed: 0\"], axis=1, inplace=True)\n", - "comparison_column = np.where(dataset[\"state_code\"] != dataset[\"state_code.1\"], True, False)\n", - "dataset[comparison_column]['state_code.1']\n", - "dataset.drop([\"state_code.1\"], axis=1, inplace=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.049621, - "end_time": "2021-01-12T23:10:02.534047", - "exception": false, - "start_time": "2021-01-12T23:10:02.484426", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "Check for Null values\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:10:02.641882Z", - "iopub.status.busy": "2021-01-12T23:10:02.640459Z", - "iopub.status.idle": "2021-01-12T23:10:02.647522Z", - "shell.execute_reply": "2021-01-12T23:10:02.646506Z" - }, - "papermill": { - "duration": 0.063558, - "end_time": "2021-01-12T23:10:02.647684", - "exception": false, - "start_time": "2021-01-12T23:10:02.584126", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "state_code 0\n", - "latitude 78\n", - "longitude 4\n", - "zip_code 0\n", - "id 0\n", - "city 0\n", - "name 0\n", - "labels 0\n", - "founded_at 0\n", - "closed_at 588\n", - "first_funding_at 0\n", - "last_funding_at 0\n", - "age_first_funding_year 21\n", - "age_last_funding_year 12\n", - "age_first_milestone_year 169\n", - "age_last_milestone_year 159\n", - "relationships 60\n", - "funding_rounds 16\n", - "funding_total_usd 65\n", - "milestones 1\n", - "is_CA 0\n", - "is_NY 106\n", - "is_MA 83\n", - "is_TX 42\n", - "is_otherstate 204\n", - "category_code 0\n", - "is_software 153\n", - "is_web 144\n", - "is_mobile 79\n", - "is_enterprise 73\n", - "is_advertising 62\n", - "is_gamesvideo 52\n", - "is_ecommerce 25\n", - "is_biotech 34\n", - "is_consulting 3\n", - "is_othercategory 0\n", - "object_id 0\n", - "has_VC 0\n", - "has_angel 0\n", - "has_roundA 0\n", - "has_roundB 0\n", - "has_roundC 215\n", - "has_roundD 92\n", - "avg_participants 28\n", - "is_top500 176\n", - "is_acquired 0\n", - "dtype: int64\n" - ] - } - ], - "source": [ - "print(dataset.isnull().sum())" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.048506, - "end_time": "2021-01-12T23:10:02.748773", - "exception": false, - "start_time": "2021-01-12T23:10:02.700267", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "# 3. Data Preparation" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:10:02.871026Z", - "iopub.status.busy": "2021-01-12T23:10:02.859761Z", - "iopub.status.idle": "2021-01-12T23:10:02.992014Z", - "shell.execute_reply": "2021-01-12T23:10:02.991446Z" - }, - "papermill": { - "duration": 0.193799, - "end_time": "2021-01-12T23:10:02.992136", - "exception": false, - "start_time": "2021-01-12T23:10:02.798337", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "state_code 0\n", - "latitude 0\n", - "longitude 0\n", - "zip_code 0\n", - "id 0\n", - "city 0\n", - "name 0\n", - "labels 0\n", - "founded_at 0\n", - "closed_at 588\n", - "first_funding_at 0\n", - "last_funding_at 0\n", - "age_first_funding_year 0\n", - "age_last_funding_year 0\n", - "age_first_milestone_year 0\n", - "age_last_milestone_year 0\n", - "relationships 0\n", - "funding_rounds 0\n", - "funding_total_usd 0\n", - "milestones 0\n", - "is_CA 0\n", - "is_NY 0\n", - "is_MA 0\n", - "is_TX 0\n", - "is_otherstate 0\n", - "category_code 0\n", - "is_software 0\n", - "is_web 0\n", - "is_mobile 0\n", - "is_enterprise 0\n", - "is_advertising 0\n", - "is_gamesvideo 0\n", - "is_ecommerce 0\n", - "is_biotech 0\n", - "is_consulting 0\n", - "is_othercategory 0\n", - "object_id 0\n", - "has_VC 0\n", - "has_angel 0\n", - "has_roundA 0\n", - "has_roundB 0\n", - "has_roundC 0\n", - "has_roundD 0\n", - "avg_participants 0\n", - "is_top500 0\n", - "is_acquired 0\n", - "dtype: int64\n" - ] - } - ], - "source": [ - "def imputing_numeric_missing_values(dataset,n_neighbors=10):\n", - " numerical_column_names = dataset.select_dtypes([np.number]).columns\n", - " knn= KNNImputer()\n", - " knn_dataset= knn.fit_transform(dataset[numerical_column_names])\n", - " \n", - " dataset[numerical_column_names]=pd.DataFrame(knn_dataset)\n", - " return dataset\n", - "\n", - "dataset=imputing_numeric_missing_values(dataset)\n", - "\n", - "numerical_df_3=dataset.select_dtypes(numerics)\n", - "\n", - "# Check for Null values\n", - "print(dataset.isnull().sum())" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "papermill": { - "duration": 0.049717, - "end_time": "2021-01-12T23:10:03.093652", - "exception": false, - "start_time": "2021-01-12T23:10:03.043935", - "status": "completed" - }, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "Alle Nan-Stellen ausgefüllt haben, außer für closed_at, da es nicht numerisch ist" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "include": true, - "papermill": { - "duration": 0.049178, - "end_time": "2021-01-12T23:10:03.192487", - "exception": false, - "start_time": "2021-01-12T23:10:03.143309", - "status": "completed" - }, - "paragraph": "DataPreparation", - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "### Konvertiert closed_at-Werte in einer Spalte in Binärwerte. \n", - "Der Wert nan bedeutet, dass das Startup noch in Betrieb ist. \n", - "Außerdem kann der Wert none nicht für die Zeitdatenanalyse verwendet werden." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:10:03.305511Z", - "iopub.status.busy": "2021-01-12T23:10:03.304841Z", - "iopub.status.idle": "2021-01-12T23:10:03.308742Z", - "shell.execute_reply": "2021-01-12T23:10:03.308074Z" - }, - "papermill": { - "duration": 0.067318, - "end_time": "2021-01-12T23:10:03.308851", - "exception": false, - "start_time": "2021-01-12T23:10:03.241533", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "dataset['closed_at']=dataset['closed_at'].fillna('temporary')\n", - "dataset['closed_at'] = dataset.closed_at.apply(lambda x: 1 if x =='temporary' else 0)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.050186, - "end_time": "2021-01-12T23:10:03.409314", - "exception": false, - "start_time": "2021-01-12T23:10:03.359128", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### Umgang mit Zeitreihen-Features\n", - "Konvertieren in numerische Zahlen, indem Sie neue Features hinzufügen und erstellen:" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:10:03.519201Z", - "iopub.status.busy": "2021-01-12T23:10:03.518551Z", - "iopub.status.idle": "2021-01-12T23:10:03.521792Z", - "shell.execute_reply": "2021-01-12T23:10:03.521150Z" - }, - "papermill": { - "duration": 0.062611, - "end_time": "2021-01-12T23:10:03.521913", - "exception": false, - "start_time": "2021-01-12T23:10:03.459302", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "dataset['months_between_first_and_last_funding'] = ((dataset.last_funding_at - dataset.first_funding_at)/np.timedelta64(1, 'M'))\n", - "dataset['months_between_foundation_and_first_funding']=((dataset.first_funding_at - dataset.founded_at)/np.timedelta64(1, 'M'))" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:10:03.629471Z", - "iopub.status.busy": "2021-01-12T23:10:03.628322Z", - "iopub.status.idle": "2021-01-12T23:10:03.636490Z", - "shell.execute_reply": "2021-01-12T23:10:03.635929Z" - }, - "papermill": { - "duration": 0.064841, - "end_time": "2021-01-12T23:10:03.636603", - "exception": false, - "start_time": "2021-01-12T23:10:03.571762", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "#delete unnecessary data\n", - "dataset.drop([\"last_funding_at\"],axis=1, inplace=True)\n", - "dataset.drop([\"first_funding_at\"], axis=1, inplace=True)\n", - "dataset.drop([\"founded_at\"], axis=1, inplace=True)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:10:03.745636Z", - "iopub.status.busy": "2021-01-12T23:10:03.744466Z", - "iopub.status.idle": "2021-01-12T23:10:06.498901Z", - "shell.execute_reply": "2021-01-12T23:10:06.499485Z" - }, - "papermill": { - "duration": 2.812054, - "end_time": "2021-01-12T23:10:06.499641", - "exception": false, - "start_time": "2021-01-12T23:10:03.687587", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1296x1296 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#convert object_id to numeric:\n", - "dataset['object_id'] = dataset['object_id'].str.replace(\"c:\", '').astype(int)\n", - "dataset['id'] = dataset['id'].str.replace(\"c:\", '').astype(int)\n", - "\n", - "numerical_df_4=dataset.select_dtypes(numerics)\n", - "draw_heatmap(numerical_df_4)\n", - "\n", - "# Create correlation matrix\n", - "corr_matrix = numerical_df_4.corr().abs()\n", - "\n", - "# Select upper triangle of correlation matrix\n", - "upper = corr_matrix.loc[\"is_acquired\"]\n", - "upper=upper.fillna(0)\n", - "upper=upper.to_dict()\n", - "# Find features with correlation greater than 0.95\n", - "to_drop = [key for key in upper if upper[key]< 0.2]\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.057475, - "end_time": "2021-01-12T23:10:06.616079", - "exception": false, - "start_time": "2021-01-12T23:10:06.558604", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "#### Features zum löschen" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:10:06.735446Z", - "iopub.status.busy": "2021-01-12T23:10:06.734787Z", - "iopub.status.idle": "2021-01-12T23:10:06.740470Z", - "shell.execute_reply": "2021-01-12T23:10:06.741123Z" - }, - "papermill": { - "duration": 0.067298, - "end_time": "2021-01-12T23:10:06.741257", - "exception": false, - "start_time": "2021-01-12T23:10:06.673959", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['latitude', 'longitude', 'id', 'age_first_funding_year', 'age_last_funding_year', 'age_first_milestone_year', 'age_last_milestone_year', 'funding_total_usd', 'is_CA', 'is_NY', 'is_MA', 'is_TX', 'is_otherstate', 'is_software', 'is_web', 'is_mobile', 'is_enterprise', 'is_advertising', 'is_gamesvideo', 'is_ecommerce', 'is_biotech', 'is_consulting', 'is_othercategory', 'object_id', 'has_VC', 'has_angel', 'has_roundA', 'has_roundC', 'has_roundD', 'is_top500', 'months_between_foundation_and_first_funding']\n" - ] - } - ], - "source": [ - "print(to_drop)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.057888, - "end_time": "2021-01-12T23:10:06.857557", - "exception": false, - "start_time": "2021-01-12T23:10:06.799669", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "#### Drop features \n" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:10:07.114230Z", - "iopub.status.busy": "2021-01-12T23:10:07.108314Z", - "iopub.status.idle": "2021-01-12T23:10:07.521513Z", - "shell.execute_reply": "2021-01-12T23:10:07.520946Z" - }, - "papermill": { - "duration": 0.60594, - "end_time": "2021-01-12T23:10:07.521632", - "exception": false, - "start_time": "2021-01-12T23:10:06.915692", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1296x1296 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dataset.drop(to_drop, axis=1, inplace=True)\n", - "numerical_df_5=dataset.select_dtypes(numerics)\n", - "dataset.drop([\"labels\"], axis=1, inplace=True)\n", - "dataset.drop([\"closed_at\"], axis=1, inplace=True)\n", - "dataset.drop([\"months_between_first_and_last_funding\"], axis=1, inplace=True) #corelated to founding_rounds\n", - "numerical_df_5=dataset.select_dtypes(numerics)\n", - "draw_heatmap(numerical_df_5)\n", - "\n", - "dataset=pd.get_dummies(dataset)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.059593, - "end_time": "2021-01-12T23:10:07.641205", - "exception": false, - "start_time": "2021-01-12T23:10:07.581612", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "# 4. Modelling and Evaluation\n" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:10:07.773768Z", - "iopub.status.busy": "2021-01-12T23:10:07.773017Z", - "iopub.status.idle": "2021-01-12T23:11:07.107030Z", - "shell.execute_reply": "2021-01-12T23:11:07.107669Z" - }, - "papermill": { - "duration": 59.405828, - "end_time": "2021-01-12T23:11:07.107855", - "exception": false, - "start_time": "2021-01-12T23:10:07.702027", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "y=dataset[\"is_acquired\"]\n", - "X= dataset.loc[:, dataset.columns != 'is_acquired']\n", - "X_train, X_test, y_train, y_test=train_test_split(X,y,test_size=0.2, random_state=42)\n", - "\n", - "# Cross validate model with Kfold stratified cross val\n", - "kfold = StratifiedKFold(n_splits=10)\n", - "\n", - "# Modeling step Test differents algorithms \n", - "random_state = 2\n", - "classifiers = []\n", - "classifiers.append(SVC(random_state=random_state))\n", - "classifiers.append(DecisionTreeClassifier(random_state=random_state))\n", - "classifiers.append(AdaBoostClassifier(DecisionTreeClassifier(random_state=random_state),random_state=random_state,learning_rate=0.1))\n", - "classifiers.append(RandomForestClassifier(random_state=random_state))\n", - "classifiers.append(ExtraTreesClassifier(random_state=random_state))\n", - "classifiers.append(GradientBoostingClassifier(random_state=random_state))\n", - "classifiers.append(MLPClassifier(random_state=random_state))\n", - "classifiers.append(KNeighborsClassifier())\n", - "classifiers.append(LogisticRegression(random_state = random_state))\n", - "classifiers.append(LinearDiscriminantAnalysis())\n", - "\n", - "cv_results = []\n", - "for classifier in classifiers :\n", - " cv_results.append(cross_val_score(classifier, X_train, y = y_train, scoring = \"accuracy\", cv = kfold, n_jobs=-1))\n", - "\n", - "cv_means = []\n", - "cv_std = []\n", - "for cv_result in cv_results:\n", - " cv_means.append(cv_result.mean())\n", - " cv_std.append(cv_result.std())\n", - "\n", - "cv_res = pd.DataFrame({\"CrossValMeans\":cv_means,\"CrossValerrors\": cv_std,\"Algorithm\":[\"SVC\",\"DecisionTree\",\"AdaBoost\",\n", - "\"RandomForest\",\"ExtraTrees\",\"GradientBoosting\",\"MultipleLayerPerceptron\",\"KNeighboors\",\"LogisticRegression\",\"LinearDiscriminantAnalysis\"]})\n", - "\n", - "g = sns.barplot(\"CrossValMeans\",\"Algorithm\",data = cv_res, palette=\"Set3\",orient = \"h\",**{'xerr':cv_std})\n", - "g.set_xlabel(\"Mean Accuracy\")\n", - "g = g.set_title(\"Cross validation scores\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "papermill": { - "duration": 0.060378, - "end_time": "2021-01-12T23:11:07.228998", - "exception": false, - "start_time": "2021-01-12T23:11:07.168620", - "status": "completed" - }, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "Ich habe mich für die SVC ,RandomForest,ExtraTrees und die GradientBoosting-Klassifikatoren für die Ensemble-Modellierung entschieden.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:11:07.381880Z", - "iopub.status.busy": "2021-01-12T23:11:07.365820Z", - "iopub.status.idle": "2021-01-12T23:45:27.517409Z", - "shell.execute_reply": "2021-01-12T23:45:27.516499Z" - }, - "papermill": { - "duration": 2060.227243, - "end_time": "2021-01-12T23:45:27.517584", - "exception": false, - "start_time": "2021-01-12T23:11:07.290341", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fitting 10 folds for each of 112 candidates, totalling 1120 fits\n", - "Adaboost score: 0.7317289892632358\n", - "Fitting 10 folds for each of 28 candidates, totalling 280 fits\n", - " SVC classifier score is :0.7764716771566087\n", - "Fitting 10 folds for each of 162 candidates, totalling 1620 fits\n", - " ExtraTrees score is :0.7722880414661236\n", - "Fitting 10 folds for each of 216 candidates, totalling 2160 fits\n", - " RandomForests score is :0.7669751943724548\n", - "Fitting 10 folds for each of 144 candidates, totalling 1440 fits\n", - " GradientBoosting score is :0.7669196593854128\n" - ] - } - ], - "source": [ - "best_classifiers=[]\n", - "# Adaboost\n", - "\n", - "### META MODELING\n", - "DTC = DecisionTreeClassifier()\n", - "\n", - "adaDTC = AdaBoostClassifier(DTC, random_state=7)\n", - "\n", - "ada_param_grid = {\"base_estimator__criterion\" : [\"gini\", \"entropy\"],\n", - " \"base_estimator__splitter\" : [\"best\", \"random\"],\n", - " \"algorithm\" : [\"SAMME\",\"SAMME.R\"],\n", - " \"n_estimators\" :[1,2],\n", - " \"learning_rate\": [0.0001, 0.001, 0.01, 0.1, 0.2, 0.3,1.5]}\n", - "\n", - "gsadaDTC = GridSearchCV(adaDTC,param_grid = ada_param_grid, cv=kfold, scoring=\"accuracy\", n_jobs= -1, verbose = 1)\n", - "\n", - "gsadaDTC.fit(X_train,y_train)\n", - "\n", - "ada_best = gsadaDTC.best_estimator_\n", - "\n", - "# Best score\n", - "print(\"Adaboost score: \"+str(gsadaDTC.best_score_))\n", - "\n", - "\n", - "### SVC classifier\n", - "SVMC = SVC(probability=True)\n", - "svc_param_grid = {'kernel': ['rbf'], \n", - " 'gamma': [ 0.001, 0.01, 0.1, 1],\n", - " 'C': [1, 10, 50, 100,200,300, 1000]}\n", - "\n", - "gsSVMC = GridSearchCV(SVMC,param_grid = svc_param_grid, cv=kfold, scoring=\"accuracy\", n_jobs= -1, verbose = 1)\n", - "\n", - "gsSVMC.fit(X_train,y_train)\n", - "\n", - "SVMC_best = gsSVMC.best_estimator_\n", - "\n", - "best_classifiers.append(SVMC_best)\n", - "\n", - "# Best score\n", - "SVC_score = gsSVMC.best_score_\n", - "\n", - "print(f' SVC classifier score is :{SVC_score}')\n", - "\n", - "#ExtraTrees \n", - "ExtC = ExtraTreesClassifier()\n", - "\n", - "\n", - "## Search grid for optimal parameters\n", - "ex_param_grid = {\"max_depth\": [1,2,4],\n", - " \"max_features\": [1,100,1000],\n", - " \"min_samples_split\": [2, 3, 10],\n", - " \"min_samples_leaf\": [1, 3, 10],\n", - " \"bootstrap\": [False],\n", - " \"n_estimators\" :[100,300],\n", - " \"criterion\": [\"gini\"]}\n", - "\n", - "\n", - "gsExtC = GridSearchCV(ExtC,param_grid = ex_param_grid, cv=kfold, scoring=\"accuracy\", n_jobs= -1, verbose = 1)\n", - "\n", - "gsExtC.fit(X_train,y_train)\n", - "\n", - "ExtC_best = gsExtC.best_estimator_\n", - "\n", - "best_classifiers.append(ExtC_best)\n", - "\n", - "# Best score\n", - "\n", - "ExtraTrees_score= gsExtC.best_score_\n", - "\n", - "print(f' ExtraTrees score is :{ExtraTrees_score}')\n", - "\n", - "# RFC Parameters tunning \n", - "RFC = RandomForestClassifier()\n", - "\n", - "\n", - "## Search grid for optimal parameters\n", - "rf_param_grid = {\"max_depth\": [1,2,4],\n", - " \"max_features\": [1, 10,100,1000],\n", - " \"min_samples_split\": [2, 3, 10],\n", - " \"min_samples_leaf\": [1, 3, 10],\n", - " \"bootstrap\": [False],\n", - " \"n_estimators\" :[100,300],\n", - " \"criterion\": [\"gini\"]}\n", - "\n", - "gsRFC = GridSearchCV(RFC,param_grid = rf_param_grid, cv=kfold, scoring=\"accuracy\", n_jobs= -1, verbose = 1)\n", - "\n", - "gsRFC.fit(X_train,y_train)\n", - "\n", - "RFC_best = gsRFC.best_estimator_\n", - "best_classifiers.append(RFC_best)\n", - "\n", - "# Best score\n", - "\n", - "RandomForests_score= gsRFC.best_score_\n", - "\n", - "print(f' RandomForests score is :{RandomForests_score}')\n", - "\n", - "# Gradient boosting tunning\n", - "\n", - "GBC = GradientBoostingClassifier()\n", - "gb_param_grid = {'loss' : [\"deviance\"],\n", - " 'n_estimators' : [100,200,1000],\n", - " 'learning_rate': [0.001,0.1, 0.05, 0.01,1,10],\n", - " 'max_depth': [4, 8],\n", - " 'min_samples_leaf': [100,150],\n", - " 'max_features': [0.3, 0.1] \n", - " }\n", - "\n", - "gsGBC = GridSearchCV(GBC,param_grid = gb_param_grid, cv=kfold, scoring=\"accuracy\", n_jobs= -1, verbose = 1)\n", - "\n", - "gsGBC.fit(X_train,y_train)\n", - "\n", - "GBC_best = gsGBC.best_estimator_\n", - "best_classifiers.append(GBC_best)\n", - "\n", - "# Best score\n", - "\n", - "GradientBoosting_score= gsGBC.best_score_\n", - "\n", - "print(f' GradientBoosting score is :{GradientBoosting_score}')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.073825, - "end_time": "2021-01-12T23:45:27.667537", - "exception": false, - "start_time": "2021-01-12T23:45:27.593712", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "## Interactive feature imports via Plotly scatter plots\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.07388, - "end_time": "2021-01-12T23:45:27.815087", - "exception": false, - "start_time": "2021-01-12T23:45:27.741207", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "Erstellen Sie einen Datenrahmen aus den Listen, der die Daten zur Merkmalsbedeutung enthält, um sie mit dem Plotly-Paket einfach aufzeichnen zu können.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:45:27.978690Z", - "iopub.status.busy": "2021-01-12T23:45:27.977790Z", - "iopub.status.idle": "2021-01-12T23:45:27.981726Z", - "shell.execute_reply": "2021-01-12T23:45:27.981146Z" - }, - "papermill": { - "duration": 0.091676, - "end_time": "2021-01-12T23:45:27.981843", - "exception": false, - "start_time": "2021-01-12T23:45:27.890167", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def plotly_scatterplots(model_importances,model_title):\n", - " trace = go.Scatter(\n", - " y = feature_dataframe[model_importances].values,\n", - " x = feature_dataframe['features'].values,\n", - " mode='markers',\n", - " marker=dict(\n", - " sizemode = 'diameter',\n", - " sizeref = 1,\n", - " size = 25,\n", - " # size= feature_dataframe['AdaBoost feature importances'].values,\n", - " #color = np.random.randn(500), #set color equal to a variable\n", - " color = feature_dataframe[model_importances].values,\n", - " colorscale='Portland',\n", - " showscale=True\n", - " ),\n", - " text = feature_dataframe['features'].values\n", - " )\n", - " data = [trace]\n", - "\n", - " layout= go.Layout(\n", - " autosize= True,\n", - " title= model_title,\n", - " hovermode= 'closest',\n", - " # xaxis= dict(\n", - " # title= 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feature importances','Gradient Boost feature importances']\n", - "model_title=['Random Forest feature importance','Extra Trees feature importance','AdaBoost feature importance','Gradient Boost feature importance']\n", - "\n", - "for importances,title in zip(model_importances,model_title):\n", - " \n", - " plotly_scatterplots(importances,title)\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:45:30.040664Z", - "iopub.status.busy": "2021-01-12T23:45:30.039596Z", - "iopub.status.idle": "2021-01-12T23:45:30.043434Z", - "shell.execute_reply": "2021-01-12T23:45:30.043935Z" - }, - "papermill": { - "duration": 0.128604, - "end_time": "2021-01-12T23:45:30.044069", - "exception": false, - "start_time": "2021-01-12T23:45:29.915465", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>features</th>\n", - " <th>Random Forest feature importances</th>\n", - " <th>Extra Trees feature importances</th>\n", - " <th>AdaBoost feature importances</th>\n", - " <th>Gradient Boost feature importances</th>\n", - " <th>mean</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>relationships</td>\n", - " <td>0.543653</td>\n", - " <td>0.409431</td>\n", - " <td>0.185131</td>\n", - " <td>0.513521</td>\n", - " <td>0.412934</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>funding_rounds</td>\n", - " <td>0.033786</td>\n", - " <td>0.062794</td>\n", - " <td>0.033113</td>\n", - " <td>0.082653</td>\n", - " <td>0.053086</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>milestones</td>\n", - " <td>0.145032</td>\n", - " <td>0.165001</td>\n", - " <td>0.050931</td>\n", - " <td>0.168289</td>\n", - " <td>0.132313</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " features Random Forest feature importances \\\n", - "0 relationships 0.543653 \n", - "1 funding_rounds 0.033786 \n", - "2 milestones 0.145032 \n", - "\n", - " Extra Trees feature importances AdaBoost feature importances \\\n", - "0 0.409431 0.185131 \n", - "1 0.062794 0.033113 \n", - "2 0.165001 0.050931 \n", - "\n", - " Gradient Boost feature importances mean \n", - "0 0.513521 0.412934 \n", - "1 0.082653 0.053086 \n", - "2 0.168289 0.132313 " - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Create the new column containing the average of values\n", - "\n", - "feature_dataframe['mean'] = feature_dataframe.mean(axis= 1) # axis = 1 computes the mean row-wise\n", - "feature_dataframe.head(3)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:45:30.255103Z", - "iopub.status.busy": "2021-01-12T23:45:30.254388Z", - "iopub.status.idle": "2021-01-12T23:45:30.259737Z", - "shell.execute_reply": "2021-01-12T23:45:30.259137Z" - }, - "papermill": { - "duration": 0.115205, - "end_time": "2021-01-12T23:45:30.259849", - "exception": false, - "start_time": "2021-01-12T23:45:30.144644", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def mean_bar_plot(feature_dataframe):\n", - " y = feature_dataframe['mean'].values\n", - " x = feature_dataframe['features'].values\n", - " data = [go.Bar(\n", - " x= x,\n", - " y= y,\n", - " width = 0.5,\n", - " marker=dict(\n", - " color = feature_dataframe['mean'].values,\n", - " colorscale='Portland',\n", - " showscale=True,\n", - " reversescale = False\n", - " ),\n", - " opacity=0.6\n", - " )]\n", - "\n", - " layout= go.Layout(\n", - " autosize= True,\n", - " title= 'Barplots of Mean Feature Importance',\n", - " hovermode= 'closest',\n", - " # xaxis= dict(\n", - " # title= 'Pop',\n", - " # ticklen= 5,\n", - " # zeroline= False,\n", - " # gridwidth= 2,\n", - " # ),\n", - " yaxis=dict(\n", - " title= 'Feature Importance',\n", - " ticklen= 5,\n", - " gridwidth= 2\n", - " ),\n", - " showlegend= False\n", - " )\n", - " fig = go.Figure(data=data, layout=layout)\n", - " py.iplot(fig, filename='bar-direct-labels')" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:45:30.470253Z", - "iopub.status.busy": "2021-01-12T23:45:30.469604Z", - "iopub.status.idle": "2021-01-12T23:45:30.522405Z", - "shell.execute_reply": "2021-01-12T23:45:30.521738Z" - }, - "papermill": { - "duration": 0.158987, - "end_time": "2021-01-12T23:45:30.522521", - 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", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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aUERGRrJ161bPdnp6OhEREZ7tvXv3YrFYiI2NBdwLzr/zzjuAu/dx5swZmjdvjqIoFBQUEBwc7C1TJZImR/q6Xzm6cBGOM5lYmoXRevIkIgYNvOhyn3/+ecDdsEyZMqXC5W0vxIWuue6667juuutqZN+lwLniUPJIrkMHeGfVCK8JRf/+/Zk3bx5ZWVn4+PiwZs0aXn75Zc/xNm3acPr0aQ4ePMgVV1zBTz/9RExMDOBeq3fFihXcd999rFq1ip49e0ofrURSRdLX/cqB/7yP5nAA4Mg4w4H/vA9QK2JxPoYMGUJsbCypqal8/vnnfPrpp2zcuJHc3FxCQkKYN28e4eHhdOrUiT179jBv3jxOnDjh+ZswYQL3338/y5YtY/PmzbzxxhsMGTKEG264gd9//x2bzcabb75JdHQ0e/fuZebMmaiqSs+ePfn111/54YcfytiTmJjI//3f/2EwGGjVqhVvv/02ZrOZ2bNn8+OPP2IwGLjlllu44447OHToEM899xw5OTn4+vryzDPPEBsby8yZM8nJyeHIkSM8/vjjNGvWjNdffx273U5ISAgvvvgil19+udfe09JoQqtQHPTFjhpvrizk1R7FI488wpQpU3C5XIwfP57Y2FimTZvGjBkziImJ4fXXX+fhhx9GCEFYWBivvfYaAA899BAzZ85k9OjRBAQEMHv2bG+ZKZE0KtJ/XkvaTz+jqup50y3k79mLOGewUnM42D/vv6St+fG8ZUdeN4SIIddelH0DBw5k7ty5HDlyhIMHD/Lll1+i1+t54oknSExM5K677ipz/r59+/jiiy/Iz89n6NChFSb1DA4OZsmSJSxcuJAFCxYwb948Zs6cyUMPPcSgQYP4+OOPUVW13HVz585l8eLFhIWFMWfOHA4ePMjhw4f5888/SUxMxOVycdtttzFq1Cgef/xx7r33XoYNG8b27dt56KGH+P777z33f//993E6nYwfP57333+fFi1a8Ntvv/Hss8/y8ccfX9R7VhkXEoe6wqtxFHFxcZ7ZSyV8+OGHnteDBg1i0KBB5a4r+WAkEkn1OVckLrS/Ninxe7dp04Ynn3ySr7/+mkOHDrF9+3Zat25d7vyePXtiNpsJCwsjODiY/Pz8cucMGDAAgA4dOrBmzRpycnI4ceKEp+246aab+PTTT8tdN3jwYG699Vauu+46hg8fTlRUFF9//TUjR47EbDZjNptJSEigsLCQo0ePMmzYMAC6detGUFAQBw8eBPC4xw8fPsyxY8e4//77PfcoKCi4mLerQkqEob7FoTQyMlsiaUREDLmWiCHXVjpwuvWe6TgyzpTbbwlvRsyrL3nVPovFArhnHv7zn/9k6tSpDB8+HL1eX+EEF7PZ7Hmt0+kqPKekzJLJMAaDocLzzmXWrFns3r2bdevW8fjjj/Pggw9iNJZt8o4fP05QUFC58oQQnl5KybR9TdNo1aqVZ4xFVVXOnCn/PteEhigOpZERPBJJE6P15EnoixvXEvQWC60n191aLVu2bKF3797ceuuttG/fnvXr11foHqoJAQEBtG7dmnXr1gHusYhzURSFYcOGERISwvTp04mPjyc1NZVevXrxww8/4HK5sNls3HPPPZw5c4bLL7+cNWvWALB9+3bOnDlDhw4dypR5xRVXkJub65mks3TpUh577LEa10MIgaqpuFQXLk1BLZ61pNe5/3QNRCRA9igkkiZHyYC1N2Y9VZVRo0bx4IMPEhcXh8lkolOnThecglkd3nzzTZ5++mnmzp1Lp06dyq3KZjQamTFjBnfeeSdWq5XAwEDefPNNIiMjSU5OZty4cWiaxpQpU2jbti1vv/02L7zwAvPmzcNkMjFv3rwyvR1w937eeecdXn31VRwOB/7+/rz55pvVsruh9xzOi2hCHDt2THTs2FEcO3asXu3YunVrvd6/NpF1qX927dpVbl9BQUE9WFL71LQe8+bNE2lpaUIIIb7//nvx4IMP1qZZNeJ8ddE0TSiqKpyKSzgUp3AoTuFUXMKl1u6fU3EJp+Kskq3nfqcu1HbKHoVEIml0tGjRgrvuuguj0UhgYGCDywcnhEDzzFZy9x10gL4h+ZOqgRQKiUTS6Bg3bhzjxo2rbzPKoWlut5LWBMShNFIoJBKJpIYIcTZCWhEqilCbjDiURgqFRCKRVIPS4lCm51A8Y6kpIoVCIpFILoAozq+kaeXFgaapDWWQQiGRSCQVcKmLQ2mkUEgkEkkxHnEQGpq4tMWhNDIyWyJpgvx2ZDN/T3yGW766n78nPsNvRzbXWtkFBQW8+OKLjBkzhvj4eCZPnkxKSkqtlV+bbNq0icmTJwPwzDPPsHPnznLnPPnkkyxduhRFU3BpCoqmIoTwjDnodDqeeeYZTp44CcB9995X7aVEGztSKCSSJsZvRzazYMsizhRlIYAzRVks2LKoVsRC0zSmTZtGUFAQK1asICEhgQceeIBp06aRnZ198cZ7kVdffdWzlIFnppKmoiFQi7O0lhaH0j2IzZs2e+Ih3v/g/TJr61wKSNeTRNKIWHfoD345tKHSNON7Mw+haEqZfU7VyXubF/LTgd/PW/bgtv0Z1LZvpffftGkT6enpzJgxw7PqZN++fXn99dfRNI1Nmzbx9ttvo2kaHTp04IUXXmDWrFns2bMHnU7H3XffzdixY9m9ezfPPfccTqcTHx8fXn/9dVq2bMnTTz/Nvn37ALjtttu4+eaby9z/p59+YvHixSxYsACAzz77jMOHD/Pwww/z9NNPk5aWRnp6Oj179uStt94qc+3tt9/Ogw8+SI9ePXnzzTf5de06wiPC0VSN3r17odPpeGfuO/yx8Q/PGhpz353LihUrSM9I577p97Fw4UImjJ/Ax59+zGWXXcYbr7/BHxv/QKfTMWLkCO7/+/1s3ryZDxd8iNXHysEDB+nQsQNvvf1WmZQgBQUFPP7Pxz1JBe9/4H6GDBlCamoqL77wInabnaCgIN58+02aN2/OBws+IDExEYPeQP+r+/PPx/7J6dOnmT5tOsEhwVjMFhZ8+AH/mj2brVu2oqoq48aNY+rUqZV+nlVFCoVE0sQ4VyQutL867Nq1i5iYmHJLE5ek/N6/fz+HDx/ml19+ISAggLfeeouQkBBWrlxJVlYWEyZMoHPnznzyySfceeedDBw4kHXr1rF9+3bS09PJzc1lxYoVZGdn8+abb5YTioEDB/L888+Tm5tLUFAQK1eu5Omnn2bt2rVERUXx7rvv4nQ6GT16NCkpKZ6prIqmIhCoQmXN99+zOzWVhMQE8vPzuTH+RgDPGhqLvliEXq/nqSef4tuV3zJt2jQWf7mY9xe8T3BIsMeWr778itOnTrM8YTlOp5Mpk6dw5ZVX4uPrw1/b/2LltyuJiIjg1om3sn79egYPHuy59scff6RFyxa8t+A9Dhw4wPJlyxkyZAhPPv4kj/7zUa4dfC1ffvElny38jN69e/PLz7/w9ZKvMRqNPPzQw3z15VcMunYQhw4dYs2Ha2jZsiVffvEVAMuXu+25++67iY6OpmfPnhf9uUuhkEgaEYPa9mVQ276Vphn/e+IznCnKKre/mW8oLwx59KLuf7504aVp27YtAQEBAPzxxx+eBclCQ0O57rrr2Lx5M4MGDeKll17immuu4frrr2f48OHk5eVx6NAh7r77bgYOHFhhZlaTycSwYcNYs2YN/fv3Jycnh9jYWGJjY0lKSuLjjz/mwIED5OTkUFBQgCrU4mVD3ZlZdTodW7Zs4frrr8dkMhEaGsrAge5kiW3atOGJJ59gyZIlHD50mO3bt3N56/OvXrdp0ybG3jgWg8GAj48PI0eM5I8//mDwkMF0aN+B5s2bA2ezzpame7fuvDPnHdLT0xk4cCD33X8f2dnZZJzJ4NrB1wIw8daJALz91tuMGj3Kk/hw3LhxJKxIYNC1gwgLC6Nly5bF7/VGdqfuZvMmt4uxqKiIPXv21IpQyDEKiaSJcWtsPGbDOZlPDWZujY2/6LKjo6PZtWtXObH497//zR9//AFQJpPrueeJ4nUeRowYwfLly+nSpQuffPIJzz//PCEhIXz77bfcfvvtHDp0iBtvvJG8vDzi4+M9fwA33HADq1at4rvvvmPMmDEAfPrpp7z55psEhwRz66RbuaLdFahCxZ2b1S0QJUMOOp0OTdM8NhmMbhdeSkoK0+6ehtAEw4YN47qh11UqikI7p26cXcPCUirNe0XrbLT5WxtWrlrJmDFj+HPbn0y8eWK5tTIcDgfHjh0rY2vJe6ioSrn7qKrGo489SkJCAgkJCXz11VfcdNNN57W/OnhVKBITExk1ahTXX389ixYtKnMsNTW1zBdgwIABng/9+PHjTJo0yTOj4sSJE940UyJpUgxo05vpvSbRzDcUHe6exPRekxjQpvdFl92zZ0/CwsKYP3++p1H87bffWLZsGe3bty93ft++fVmyZAkAWVlZ/PTTT/Tu3ZuHH36YpKQkxo8fz0MPPcSuXbv46aefeOyxx7j22muZNWsWvr6+nDp1ytPwlSwY1K1bN9LT00lISCDuhjhUTWX9hvWMv3kCo8aMRoeePbv3IDRR4ZoO/fr14/vvv8fpdJKbm8vvv7nHbbZs2UKv3r24ZeIttGvfjg0bNnjqaDAaUJSyrrvefXuTsCIBVVWx2Wys/m41vXtX7T1etGgR8+fNZ/iI4cx6bhaZWZkIIWjevDkb1m8A4JuEb5g/bz59+vRh1bersNvtKIrC8uXLK7xPnz59WPr1UlwuF4WFhdx2223s2LGjSvZcCK+5ntLS0pgzZw7Lli3DbDYzceJE+vTp4/kyRUVFeT54m83GhAkTeOGFFwB45513GD16NLfddhsLFy5kzpw5ct1siaQaDGjTu1aE4Vx0Oh3//e9/ef311xkzZgxGo5GQkBA++OADmjVrxoEDB8qc/8ADD/DCCy8QFxeHqqrcd999dOnShfvuu49nnnmG+fPnYzKZmDlzJt27d+f7779n9OjRWCwWhg0bRqdOncrZoAmNESNG8Nvvv3FZyxaoQmPy5Mm8/NLLfPLRx/j5+dGtWzeOHz9O6zbll18dct0Qdu7cSXxcPM3Cm9GufTsARo4cyUMzHuLG+BsxGo106tjJ85A6aNAg7p9+Px/83weecm6++WaOHD7CuLHjUBSFESNGMPT6oWzefOHZZfHx8Tz+z8cZe8NYjEYjDzzwgHvNjLfe5KUXX2L27NmEBIfwxptvEB4Rzu7du7l5/M2oqsrV11zNpNsnkZaWVqbMm2+5mSNHDnPjjTeiKArjxo2jT58+F/5Qq4BOXMjhWEOWL1/Oli1bPP7J//znPwghePDBB8udO3fuXHJzc3n++ecB+Oc//0mnTp249957+eCDDzh69CivvPLKBe95/PhxrrvuOn766SdatWpVuxWqBtu2baNHjx71dv/aRNal/klNTSUqKqrMvsrGKBoTVa2HOM+CPw0ptZKtyIaPr0+93d/dkgtMBtMFzz33O3WhttNrPYr09HTCw8M92xERESQlJZU7Ly8vj8WLF5dZzvChhx5i4sSJLFy4EJfLxVdffeUtMyUSSQOj5NnVPQgtGt9qcE0QrwlFRR0VXQXyn5iYyNChQwkLC/Pse/LJJ3nppZcYOnQo33//PQ8++CDffPNNhddXRHJycrluWV2zbdu2er1/bSLrUr8YjUYKCwvL7a9oX2NBlPp/fkF+uX1nhcH9/8aiDbYiW73du+Sdc+qcFzzX6XSW+S1kZGRUer7XhCIyMtKzCDm4exgVRTP++OOPTJ8+3bOdlZXFwYMHGTp0KADDhw/n+eefJzs7m9DQ0CrdOzo6WrqeaglZl/onNTUVX1/fMg9KDdX1VLo34P7PHc/s3i849/HRZrPh61PirikWhMaiCufQWFxPQgjMZjNdu3b17LvQeuZem/XUv39/Nm7cSFZWFjabjTVr1njmK5cghCAlJYXu3bt79oWEhGCxWDwis23bNvz8/KosEhJJU8NgMOByuerbjLLrMAgNTdNQNRVFVXCpLvdfqXxJilCLU2OUTO90p8co81cydVVXPN7QSEWiMWGz2TCZLjyOURqv9igeeeQRpkyZgsvlYvz48cTGxjJt2jRmzJhBTEwMWVlZmEymcnOO58+fz8svv4zdbsfPz4958+Z5y0yJpMETHBxMWloaLVu2LBcRXZtUtzcApdt1d2+gIQ0uS8oihMBms3HixAkiIyOrda1XI7Pj4uKIi4srs+/DDz/0vA4LC2P9+vXlrouNjeXrr7/2pmkSSaOhWbNmHD9+nD179nj2OZ3OMrmDqkLpcUPPSIA4nwSci3dmGNWkHg2V+q5LievJoK84Bxi4I9sjIyMJDAysVtkyhYdE0sDR6/W0bl02HmDbtm1lfMyapp11CRVnRVWEilLsBtI0DXSC0n0At9tHX+wG0ld5skhtkpSURGyn2Dq/rzeoz7oIVUVxOlFUFy3Dy8eOXCxSKCSSBk7JuIBaLAKqplKk2MgqykbRVFRNpWxfwe3zLxEAo96Avgpz6yWNB6GqaIqKcDhQHA5QFFQh0PQCwi98fXWRQiGR1DPV6g0IATodds2JS1Mx6PUY9IZ66Q1I6g6haWguBeFyotjsCJfi7hzq9OhNRnRWa7F4OLxyfykUEkkdoWoqdsVR3AtQLqo3YNIbMRnkz7epIjQNoahoTgeaw4HqdLm/Hno9eqMBvY+1zPn5m7eRuWIVanYOGeHNaD15EhGDBlZceA2Q3zSJxMsIIShy2ch15COEe7BRr9Ohl70BSTFCCLcwuJxodgeqw+npPeqMBgxW63mvzd+8jYxFXyOc7inUjowzHPjP+wC1JhZSKCQSL+JUXeTa83CqLixGM3qdzOwvOSsMQnGh2u2odicg0KEHox69xVzlB4ishO88IlGC5nBwdOEiKRQSSUNG0zQKnIUUOAsx6I34mM7/RCi5NNA8wuBAs9uL06DrwFA9YShBzS+gcPtOlKyK1yp3nMmsDbMBKRQSSa1jc9nJtechAIvRIl1LlyhCVdFcCprDieqwIxQVdKAzGNCZTDUKnlQLCijcnkzBtu3Y9h4ATQO93v3vOViahVVQQs2QQiGR1BKKqpDnyMem2DEbzJUGPkmaHkITqA5n8ZRVOyiqe5jBYEBnNKCvZtqMEtSCQgp3FIvDnv2gaZjCmxE8bDD+PbrhOHGSM58vKeN+0lsstJ48qbaqJoVCIrlYNKFR5LSR58hHrzfgY6q/xHCSusMTy+B0otjtkJuDMyur1JTVmseuqIVFFO7YScG2Hdh27wNNwxgeRvD1g/HvEYu5VUtPT9XSqgU6nc4z68kiZz1JJA0Lp+Ik256HqqmY5WB1k+ZCU1YxmSudnXQh3OKQXCwOe93i0CyM4KGD8O/RDfPlLc/rxgzo3QPfHt1QFAdt2l5ZYxvOhxQKiaQGqJpKvqOAQpcNk8GI1WS58EWSRoUQAuFS0BQXms1eLAxVm7JaVdQiG4U7kin8cwdFqXtBVTGGhbrF4aqumFu3ahBjXFIoJJJqIITA5rKT48hDj17OZmpCVDxlFRCgMxlqNDOpItQiG0VJKRRs235WHEJDCB4yAL+rumJpc3m17yM0Dc3hRGfyTo9WCoVEUkVcqoscez5O1SljIpoImktBqAqqzY7mcLg7DFDjKavnQ7WViMMOilL3gOIWh6DB1+Dfo1uNxMFtvwuhqOiMBkzBgQiTdyZQSKGQSC6AOyaiiHxHAUaDQfYiGjFnYxmcaA47QtPcK2kY9DWesnree9nsFO4sFoddu93iEBJM0KBr8O/RFcvfWtdIHISmuXM9CQ29xYIhKAi92YRAoGhqrdlfGikUEkkl2BUHObZcNCGwmmRMRGOjJJbBMzNJ1RAIdHoDOqOx1heC0ux2CpN2UfDndmwpexCKgiEkiKBBV+N/VbE41PCemqIgFAWdXo/R3xe91cc9iA5sOv4XCalryLLl0Mw3lFtj4xnQpnet1UsKRSmEECBEjT9ISdNB0VTy7HnYXA7MRhNmGRPRKCg3ZVVREOhAp3NPWa1hLENlaHY7hTt3YVz7O4ePnnCLQ3AQgQP6uXsObdvUuE0RQqA5XaBpGCwmDCEh6M2mMuVtOv4Xi3Ysx6m64yjOFGWxYMsigFoTCykUpdAcDpw5OZiDg2tlRoOk8VEmJkKnx8csvwcNmdLpt1W7Hc2puNdj1enQGw3ovPQ71uwOipJ3ud1KKakIl4LOz5fAAf3w69EV60WIAxT3HlwK6HWYfH3R+/igN5VvroUQLE1Z5RGJEpyqky+SEhqHUCQmJvLee+/hcrmYOnUqkyadjRRMTU1l5syZnu2srCyCgoJYuXIl6enpzJo1i/T0dKxWK7Nnz6ZVq1beNNWNEAinC8eZMxh8fDAFBaE3Si29VHAqTnLseSiaImMiGiieWIaSLKtOJzpA6PToDHoMPt4Tds3hoCg51S0OyakIlwtDYACBV/fF76quHHbZaXZlzWMYSqbjCk1FZzRiDglCbzajM5TtzWpC43D2Mbad3Mmfp5LJcxRUWF5mUVaNbTkXr7WCaWlpzJkzh2XLlmE2m5k4cSJ9+vShffv2AERFRZGQkACAzWZjwoQJvPDCCwA88cQTDB8+nFtvvZUvvviC2bNnM3fuXG+ZWgadwYDeakV1OFDT0jAFBmL095e+6SZMSUxEkcuG0WDEKgerGwxl0m87HGenrEKtxTJUhlscdlPw5w6Kdu7yiENA/9749+iKtV3bsz2H1NQa3UOoqlsgEBh8fDD6+qI3l3WRaULjYNZR/jy1k79OppBtz8WoN3BleEeciotCV1G5csN8Q2tkT0V4TSg2bNhA3759CQ4OBmD48OGsXr2aBx98sNy5CxYsoFevXvTs2ZOsrCx2797NRx99BMBNN91Ev379vGXmeTFYLAhNw5Wbh1JkwxwchMEig6qaEqVjInToZAK/WkZomjtADXceJPcL4RkLBOEeSygqAtV9rqYJECpoAiE0NJeKJ/22QVerU1bPh+Z0FovDdop2piKcTgwB/gT064V/j25Y27etlXHM0lNbjUEBGCyWMr0HTWgcyDrCnyd38uepFHLteRj1RrpEdGRsi+HERkbhY7KWG6MAMBvM3Bobf9E2luA1oUhPTyc8/OzirRERESQlJZU7Ly8vj8WLF5OYmAjAsWPHaNGiBa+99hqbNm2iRYsWPPvss94ys1J0ej0GHx80RcGRfgZjgB+mgIByXUFJ48Olusi15+OQMRHA2Ykc7oacUg28VnICINzbmgbC3fgLzd2Qown3kq1CgKYhNEAn3FNPS8rX6dC55xzhbvx1UFiIKzfffUynKw5iwLNdF8IAoDldFKWkUrhtB4XJuxAOJ3p/fwL69sT/qq5YO1xRK+IgNA3hVAANvfXs1NaSOmpCY3/mYbad3Mn2UynkOvIx6Y10iehEjxbRREd2Ljc9u0+r7gCNc9aTEKLcvoo+8MTERIYOHUpYmDslrqIo7Nq1i3/84x8888wzfP3118ycOZOFCxdW+d7JycmkpaVV32anE5GXj85iLn9MCHAp7g1/P3Tmyr/A27Ztq/b9GypNqS5bt27FptqxaXb0GDA20tlMQgh2bN9RsuFp2Mv+e7bxRyt5TXFDX0oANI3itvtsQ13yuuRnXPp4yfdepyt1AZ5B5LPHqoDJzN5DB6te8dpEUdAdOY5+3yH0h46gcykIqxWtwxVoHa5AtGyOXa/njOaCPXuqVGTq+dxPqgqqAnoDWC1gMqMzuIVHExqn7BkcKDrGwaJjFKl2jDoDrX1a0Ds8hjY+LTDrTZAF+7L2Vli8DwZuiRiBKjRCzIFwBradqfrvNiMjo9LjXhOKyMhItm7d6tlOT08nIiKi3Hk//vgj06dP92yHh4fj5+fH4MGDARgzZgyvvPJKte4dHR1do8Fv1WbDmZWNvhK/pztU3oHBanEPdlcw3W7btm306NGj2vdviDSlumzc8gdto9qhaRoWY908qZ6LUNXzumEQIFTF3SCLkid0zeOGEdrZp/W9+3bTqWNndzEla217ntaL2/VSDXtFT+ulG/X6crmlpqYSFRVVZ/fTXC5su/ZQsG07hUm7EA4Hej9f/Pv0xK9HV3w6tKuxx+DcupTMyPJMbfXz90xtVTWVfZmH+PNkMn+dSiHfWYDZYCI6sjNXXRZNdGQnrMbqubo1oaFoKs39wy988jkcP3680uNeE4r+/fszb948srKy8PHxYc2aNbz88stlzhFCkJKSQvfu3T37WrduTWRkJOvWrWPQoEH88ssvdOnSxVtmVhuPO8rlwpGejjEwEKOfn4y9aMC4YyLyyVcKMOj0mL0wl/5CaE4XSkE+msNZqjEXpR7YdRU37MUNuE6ncz+BGo3odTowmdFb5ZhZVfCIw587KExKQdiLxaFXd/yvisWnY/tadSefb2qrqqmknjnAX6eS2X4qhXxnIWaDiZjIzlzVIoboiE5YjOW9GQ0Br/YoHnnkEaZMmYLL5WL8+PHExsYybdo0ZsyYQUxMDFlZWZhMJiznDBLPnz+f559/nrfffht/f3/eeOMNb5lZY/QmE8JoRMnPRyksxBwSIge7GxhCCAqdReQ5CtDrdJj1db+YkOZSUPLzUe12dySwjM+pE4RLoSjVLQ5FO1LQ7Hb0vj74X9UV/x7d8OlUu+IghIDiZIKlp7ZqOkg9c4A/Tyaz/XQKhc4iLAYzMc070+OyGLpEdMTcQMWhNF4NEoiLiyMuLq7Mvg8//NDzOiwsjPXr15e77oorrqjWmER9odPp0Fms7sHujAwMvr6YAgPr2ywJ7piIXHsernqKidBcCkpBAarNjs5gwOAjFzPyNkJRKErd645z2JHsEQe/q2Lx79EVn04dan0iSumprRjNWMLC0Iw6UjMO8OepZHacSqHQZcNqtBAT2ZkeLWK4MqIjZkPd92ovBhlNVgvojUYwGlHtDlRbmnvhdCHkVMt6QNM08hz5pdaJqNsneE1RUQsLUQoLQW/wagCYpFgcdu+jcNt2Cncko9ns6H188Oseg99VXfHt3AGdF4Jmz53aKkwGjhz5i+0pCew4nUKRy47VaKFr8yiuahHDleEdMDUycSiNFIpapCT2goIC7OkZWEKC0ZsbfreyKVASE5HryAfAWscxEUJVUQqKUIsKETo9eqtVPih4CY84/LmDwu3JaDYbeh8rfl2j8evRzWvicO7UVi3Aj725R/hz9y/sOJ2KTbHjY7R6xCEqvAMmQ9NoYptGLRoQOr0encUCQmBPy8AY4I8pwF/GXniRkpgIp+qsczeTUFXUwiJchYXodO7PXl+BQORv3kZWwncoWdkYQ0MIjR9JQO+mMZvMG5z7foXEDccYGEDBth0Ubt+JVmRDb7Xi2zUa/x5d8e3cEV0FuZBqA83lQqgqOr0e4WtmT8Fx/jqUwo7TqdgVB74mK90u60Kow58RvYY2GXEoTdOrUQOhZLBbLSxCKSpyR3b7+MinzFpEExqFjiLynAUY9YY6dTMJVUW12XAVFKITOvSW8/dg8jdvI2PR1winO3JWycomY9HXAFIsKqDC9+uTLwHQWS34dY3G/6qu+EZ18po4lJ7aqhphr+s0f6XvZmf6buyKAz+TD1e1iKFHi2g6NWuHUW8kKSmpSYoESKHwKjqdDp3VglBVnFnZGKxF5429kFQPh+Ik256Lpml16mYSmoZaVISroAidEOVSPldEVsJ3nkbPU47TRcbnS3EcPuaOpyiObnYfLI6QLvW6dCCdEGDIySHtjz/PBtGVlCGo4PxzAvJKoq9LB+QVb4tSr91lFUdhV1C2Ox6kBmWXKsPkdHLYZCxTdzW/4GyZpdD7+9HmtWe9+vspmdrqFAr77KfYnrWPnel7cKhO/My+9GgR6xGHup5BV59IoagDSma9aE6njL24SBRNJc9RgM1pc68TUUeiKzQN1W5HyS9AaJo7q2cVPj+hqihZ2RUfczjI/2MLUCpmojjaWac/J8JZr3OnvCje1isK9sxs96UlEdLnllFmm4rLLo7X0Hmu1xcH5ulADzqdsYKyKi773CC+smWXjgvRFZ8PjtxcfIODS52vI//3Pyp8v7SCQq+IRMmaDw7Fwe6CYyTlHiDlzH4cqhN/sx+9W3XjqhYxdAxre0mJQ2mkUNQherPZnWgwL0/GXlQTIQRFLhu59nz0Ol2drRMhhECz23HlFyAUFb3FXKVV0YQQFKXsJnNp4nnPMYaG0ObVWTWyKzU1lfZ1GNHsLTJTU4k4px62XXsqFFdjaEit3luoKna7jZTcgyTlHmJX9gGcqosAsz99WnXnqhbRdLiExaE0UijqGJ1ej8HqUyb2whwUJAe7K8Gpusi15eISKmajqU4Gq4UQaA4Hrvx8t0CYTOh9qvY06zh+ksyl32DbvQ9TeDMChwwg//c/yrifdGYTofEjvWV+oyY0fmSZMQqo3ffLZi8kOXM/O3L2k5pzGJemEGjxp9/lPTzicKkniTwXKRT1ROnYC5s9DVNQEEZfXznYXQpN08h3FlDgLMKoN1Y7901NKHFDuPLy3KuWmYxVXvNAycklK3E1+Ru3oPexEjYhnqCB/dEZjVjbXC5nPVWRkvelNt8vm9NGcsY+tmftZXfeEVyaQpAlgKvb9OKqy6JpH/Y3KQ6VIIWinvGse5GTg1pYiDlYxl4IIbC77OTUcUyE6nCiFuSjOlxugahisJzmcJDz4zpy1vyCUFWChgwkZORQDH6+nnMCeveQwlANauP9sikOdqbvZnvmHnbnHkURKkGWAK5p04urWsTQLrSNFIcqIoWiAeBxR7lc2NMzMPpfurEXiqqQY8/DoTqwGC118kMuSdin2h3ojFUXCKFp5G/aSlbCd6i5efh1jyXsxtGYwpt52WLJ+ShS7Ow8s5ftGXvYnXsEVagEWwIY8Lc+9GgRwxWhraU41AApFA2I0rEXqq0IU3AwxkskR5AmNE8CP6PegI/J+/U+N2FfdfIxFe3eR+bSb3AeP4nlb62JvGcyPu2v8KK1kvNR5LKzM2sff6XvZk/uYfeaDJZABrXpQ89Wsfwt5HIpDheJFIoGRpnYi8wsVKsVU1Bgk469qOuYiItJ2Oc8nUbmspUU7dyFMTSEiLsm4d+jm5zqXMcUumwkZe5j+5k97M05Kw7Xtu5Nj1bdaBvaWo731SJSKBoopWMv7GnpmIKaXuyFqqnkOgqwuWyYDd6PiRBq8RroNUjYp+YXkPXtGvJ+2+iegTN2FEGDB6I3V91mT7QvlFtI6Oy++l9MqCGwJT2FlYd/JduRR4glkDF/G0hUSNtS4nAETWiEmgO5tmVvelzelbbN2lzS75k3kULRwCkTe1FUhDk4uNHHXpSOidDpdOXWAK71+xUn7CM3B8Vmr1bCPs3lIveX38n57kc0p5PAa/oSMnoYxsCAqt9fCITDhdCBqWSAWwg0TRQvSSrKrmJXvDypplEsJuLsinUU73M6UG12j9icu/ARNF4x2pKewpf7VuPS3KKa7cjjsz3fepZ5CrMEMfiyHvRo1ZW/NWvjnkEo8SryHW4EnBt74R7sDmiUg90lMRFOTcHi5QR+5ybsw2TGUMF66BVeKwSF27aTuWIVSmYWvtFRhI0bg/my5tWyoSQdtdHPD6O/b7U/M0/6jTJpM4BTQZjDQktOwrOUqtCK18SmBmLkFo2SpVWhZBW+swtp14YgqULDptgpctk57cpCyzpAkWKnyGWjULHzy4ktHpHwvA8IrHoz/+h6K23C22Kw1M9StpcqUigaEZ7YC5v9bO+ikSQa1DSNAmch+c5CjHqjV3sR503YV8X3yX7wMGeWfIPj0BHMLS/jshnT8Y3qWD0bStZWt5gxhoSgr2HyunPt1hXrjM5oqLLoXYhyYlSSj6l4Q5TO5VRKkBTFRZHLRpHTRoHTRqGriCLFvV2o2DwNf5HLRpHioEi1U6TYsamOsgbkVs1Ou+ak3eWda6XOkuohhaIRUuKOcmZlYbBYMAUHN9jB7rqMiahJwr7SuM5kkrniWwq37cAQFEj45JsJ6NurWmWUdjOZQ4IbxboUiqZQ6LJR6CxyN+7Oogq3i0rtL3QW4VCd5y1Thw5fsw9+Jh/8zL4EWYO5zOTe9i351+hD+ok0unTojK/Rvd/XaOG5394h215ePUJ9gr34Lkgqw6tCkZiYyHvvvYfL5WLq1KlMmjTJcyw1NZWZM2d6trOysggKCmLlypWefbt27eLmm28mOTnZm2Y2SnR6PQYfX3fsRVoapoAAjP4NK/ZCURXyHPnYFDtmg/fWq65pwr4S1CIb2d/9SO7a39Dp9ISMup7g6wejt1ZvLKgyN9Om43+RkLqGLFsOoT7BxEcNo0+r7tUqvzKEEDhVl/upvvjpvrDkKb/UdpGriAJnqX0uGy7Vdd5y9To9fiZf/Mw++Jp8CbEG0TKwuUcAfIv/PbvtPtdaxRiYpLwk2kWUnVY89srhLNqxHGcpu8wGE/FRw2r+BkkuCq8JRVpaGnPmzGHZsmWYzWYmTpxInz59aN++PQBRUVEkJCQAYLPZmDBhAi+88ILnepvNxksvvYTLdf4vseRs7IVSUOh2R4WEVDnlhLcoiYnIdxSi1+u9FhNR04R9nutVlbzfNpK18nu0IhsBfXsSesNIjMFB1bND09AcTgwWU4Vupk3H/yrT8GXZcli0YzlAObEQQmBXHOWe4M990j915jRrft9YRgAUTT2vjUa9objBdzfuzfxCaWNuVWGD71uq4bcY6n4soOQ98aawSqqH14Riw4YN9O3bl+DgYACGDx/O6tWrefDBB8udu2DBAnr16kXPnj09+9544w2mTp3KX3/95S0Tmwzu2AsrQlVxnDmDweqDKTioXmaDOBQnOfY8VM17CfzcCfucuPLzqp2wr+T6oqQUMpevxJWWgU+n9oTdFIfl8lbVtuOsmynovG6mhNQ1ZZ6OwT2ov2jHcrae2FH85H9WGDShnfeeZoMJP5MvelVHmC6U5v4R+Jl98DOdv7H3M/lgMpgavAusNH1adZfC0IDwWkuSnp5OeHi4ZzsiIoKkpKRy5+Xl5bF48WISE8+mY/7pp5+w2+2MGDGiRvdOTk4mLS2t2tcJpxORl4+uFgYJd+4sX9e6Qrhc7oVg/HzR1YKPfNu2bRc8RxMahaodp+bEoDNg8JJAoKhQVASqCgaD+68a7F73G4bfNqE/cQoREoQy5nqcbVuTW5APqalVL0hV3DZYrWD1QZd++rynZtlyKtzvVF2cyk7Hqjfjr/ehmSUIi48Zq96MRW/BajBj0Zux6i1Y9O7XxvO575TiPxuAhoMCHBSQVfUa1RsVtQuNlfqsixACVWicMAdW+9qMjIxKj3tNKDwzJUpRUYOVmJjI0KFDCQsLA9wGv/fee3z88cc1vnd0dDStWlXv6RBAtdlwZmWjv0jXzc6dScTExF5UGRdLyawbncnkXoa1hrEX27Zto0eP8ydn88REOPLRocNi9E5Cw3MT9lW3t6Tk5HLw0y8w7N6P3s+X0FtuJHBAv+pPVy1xM1nNGAMCK53NpGoqvxzacN7joT7BvHL9E9W6fwlJSUnExtbvd6w2aCr1gPqviyY0FE2luX/4hU8+h+PHj1d63GtCERkZydatWz3b6enpRERElDvvxx9/ZPr06Z7ttWvXkpOTU2bgOz4+nkWLFuHv7+8tc0lf9ytHPv0M55lMzGGhtBx3I2H9+nrtft7GPdhdHHuRfgZjgF+tx14oqkK2PRen6vJaTIQnYZ/DWRytXj0R1+wOcn74hZwf1qJXVYKvv5bgEddVK20HVN3NVMLx3FMs3LGUIzknaBV4GWkFGWViA+TgrKQx4TWh6N+/P/PmzSMrKwsfHx/WrFnDyy+/XOYcIQQpKSl0737WFzlhwgQmTJjg2e7UqZNn0NtbpK/7lQP/eR/N4Z7f7czM4sgnCwEatViAO/ZCGAyoRTaUIpu7d1ELsReqpnKmKMtrkdVnE/Y53DED1ezlCU0jf+MWsr75DjUvH/8e3ciK7kRY3941sMWFUBRM/v4Y/CoPmnOqLr7d8xM/HPgNP5Mv9/S4lR4tYth8YrscnJU0Wrzao3jkkUeYMmUKLpeL8ePHExsby7Rp05gxYwYxMTFkZWVhMpmw1HNKiqMLF3lEogTN6eTEsuWNXiigeLC7eN0LZ1Y2BmsRpqCgGsdeCCHItechcD8Z1yblE/ZVX4SKUveQuTQR54lTWK5oQ/Ppd2K9og1Z1RmDwD0rSnO63G6mKgTN7c44wKKk5WQUZtK/dU9uunIkfmZ3yg45OCtpzHh1WkxcXBxxcXFl9n344Yee12FhYaxfv77SMvbs2eMV20rjOJNZ4X5nZhb5e/bi1+6KJpFPxuOOcrlwpKdj9PfHGBBQ7USDhc4ibIqjVnsSmqKiFhaiFhUhdPoaCYTz5GkylyVSlLIbY1gokfdMwe+q2Gr3nkrcTOir5mYqdNpYumsVG45uJdw3lIf73U3n8PbVtl8iaag0/tavFrA0C8ORcabCY3vefBuDjw+BXa4kKCaGwJgumIun/DZWysRe2Gzu2Isq9uqcipNcR36tDVqXJOxzC4Q73Ya+mg27kpdP9srvyfv9D/RWC2HjxhB07QB0NUibUR03kxCCbSd3sjg5kQJnEcPbD2J0xyGYvTSgL5HUF1X6JRUWFjJ79mwOHjzIO++8w7///W+efPJJ/Pz8vG1fndB68qQyYxTgTpNx+a23YPT3JzdpJ7k7k8ne6p4m6tu6NUGx0QTGxOB/RdsGFQ1dVUpiL0oSDRp8fTEFBlbac1I1lSxbDmbDxcdHnJuwT2cxV1sgNKeL3J9/Jfv7nxBOF0GDriZk9PUYajDpobpupixbDl8mfUNSWiqtg1ryYN87aR3Uotr3lUgaA1USildeeYWIiAgyMzOxWCwUFBTw3HPP8a9//cvb9tUJEYMGApx31lNIj6sQQmA7dpzcncnk7tzJqVWrObVyFQY/XwK7dCEoJpqgmGhMgdWfw1yfeBIN2h2otjT3qnq+vuVcLUIIcmx5ABeViuO8CfuqU4amUbB1O1kJq1CysvGN7ULYjWMwNy8/q+6CZVXTzaQJjV8Pb2L5rtVoCG66chRDrujvtfQkEklDoEpCkZqayuuvv866devw8fFh9uzZjBkzxtu21SkRgwYS1rvXeeModDodvq0vx7f15Vw2eiRKURF5KbvO9jY2bwHA929tUCIjKPD1x6/t3xrNQkOG4sFuV04uSkEhlpBg9OazLpQCZyF2tebjEkLT3AKRX1ijhH0l2PYfJHPJNziOHMN8eUtaTJmIT6eajQdoLheo7txMF3IzAZzMS+OzHcs4mH2UqPD23BZ7I+F+oTW6t0TSmKiSUJybP0dV1Wrl1GmKGH19Ce3Vk9BePRGaRtGxYx7RUDdvZfemLRj9/QmMdvc2AqO7YAqo+mI39YF73QtrcaLBDIwB/ghNw6E4yXMUYDVWf3ZaSeCfKy+/Rgn7SnClnyFz+UoKt+/EEBxExB234t/7qhqVVV03k0tVWL3vF1bvW4fVaGZq9wn0adW9UaXEkEguhioJRa9evXj77bex2+389ttvLFq0iD59+njbtkaDTq/Hr00b/Nq0oUXcGJI2b6KlBnk7k8lNTiHrj02g0+F3RdtiF1UMvm1aN9jeRslgt1pUhJqVRUb2Kcw+ftVqGC82YV8JamER2at+IHfdenRGAyFxIwgeOqhMb6caRqHZHaDXVcnNBLA/8zCf7VjO6YJ0erfsxoTo0QRYvBf4KZE0RKokFI899hgffPABAQEBzJkzhwEDBvD3v//d27Y1WnQ+PoTFxBLWt4+7t3HkiKe3cTIhkZMrvsEYGEBQdDRBsTEEdrkSYwObGKDT6cBspkDvxJWdh9Gpol0gZQVcfMI+TzmKQu66DWSvWoNmsxPQvzehcSMwBtVsDEhzucDlxOjnWyU3k81lZ3nqan49vIlQn2Ae7DOV6MhONbq3RNLYqZJQvPvuu/zzn//kgQce8LY9TQ6dXo9f27b4tW1Li/gbcOXlk5eSQu7OneTsSCJzw0bQ6fBv147AmGiCY2PwaX15g3BrFLiKUBD4+AegOV04z5zBGOCPwde3XG9ICIHmdOHKy0O4FHQmY43SnQshKNyRTNaylbgyzuAT1ZGwcXFYWtVsRlFpNxOBQVVa63r7qV18sTOBPHs+Q664mhs6X18jt5tE0lSoklCsXbuWf/7zn9625ZLAFBhAWL++hPXri9A0Cg8ecs+kStrJyeUrOLl8BaagIAJjinsbV0Zh9PWtczsdqpN8ZyEmnfsrojebEMKIK78ApciGKSjIsxTnuQn7ahIsB2A/cozMJd9g338Q02WRNH/gHny7dK6RaLpnMznLupkukPgs157HlzsT+etUMi0DmnNfr9tpG3J5jeoikTQlqiQUrVq14q677uKqq64qEztx5513es2wSwGdXo9/+3b4t29HyxvjceXmkZvsFo2cP/8i8/f1oNfj3749QbHusQ2fVi293ttQNJVsex5mY9lFa3Q6nXuwW1FwZma6E+sJrcYJ+0pwZWWTlbCKgs1/Ygjwp9lt4wns37vG8Sma0wVa1WczCSFYf3QrS1NW4dIUxkYN5/p2A+SUV4mkmCoJRcniQydOnPCmLZc8pqBAml3dn2ZX90eoKgUHDnriNk4sWcaJJcswhQQTFBPjnkl15ZU1bpzPhyY0chx5blE4T1CdJ/bC4USn19V4RT3NZif7+5/J/XkdCAgefh0hw4egr2GdysxmCrjwbCaAtIIMPtuxnH2Zh+gQ1pbbu95IZA3SNEskTZkqCcXrr78OuIVCURTatGnjVaMkoDMYCOjYgYCOHWh10404s3PIK+5tZG/Zyplff0NnMODfoT1BsTEExcRgbXHZRfc2Cl02XJpSJZ+8oYYLPAlVJW/DZrITV6PmF+Df+ypC40dhCg2pWXml3UyhwVUK4lM1lTX7f+XbvT9j0hu5ves4+rfu4ZVU6RJJY6dKQnHkyBH+/ve/k56ejqZphISEsGDBAtq1a+dt+yTFmEOCaTbgGpoNuAZNUSg8cMAzk+r44iUcX7wEc1iou7cRG0NAVOdqL1ZkVxzkOwu9OnBblLKbM0u/wXUqDWv7K2j+97ux/q11jcsr42by96vSlOND2cf4bPsyTuSf5qrLorklJo4ga+OKqJdI6pIqCcVLL73EPffcw4033gjA0qVLefHFF/n000+9apykYvRGIwGdOhHQqROtJozHmZXlGRDP3PgHGWvXoTMaCejU0T2TKiYGS/PISp+yFU0lx5FfblyitnCcOEXm0m+wpe7FGB5G5L134Nctpsb3OutmslTZzeTSXCxOTuSXgxsJsgZwX6/JdLvsyhrdXyJpCAghUDQVtXhRrJK09rVNlYQiMzPTIxIAN91000UtVSqpXcyhoYQPGkj4oIFoikLBvn3kJrnHNo5/uZjjXy7G3KyZ20UVG0NAp45lehua0Mh25KHX62t9rWslN4+sxNXkb9iM3sdK2Ph4ggb1R1fDtO1l3UwhGKxV6/0kp+3hixOrKFCLGPS3voyNGu6VBZckEm/jFgcFVWggwGo0E2Txx2QweW0CRpV+raqqkpOT4xnUzspqDEu2X5rojUYCo6IIjIri8lsm4DhzpnhAPJnM39eT8fMv6EwmAjp18sykcob4olRxXKKqaE4nOT+uI2fNzwhFJWjIAEJGXo/Br+ZPPB4303liOSoi31HA4uSVbDmxgxBTII/1nU77sL/V2AaJpD4QQuDSFFRNda8qabDiY7Zi1pvqJJ1SlYTi9ttv55ZbbmHkyJEAfPfdd9xxxx1eNUxSO1iaNSNi8LVEDL4WzeUif89ej5vq2OdfcowvMYSH4dclCi0mCmuHdjVe+Q6KM7tu/pPMhFWoObn4dYsh7MYxmCKa1bzMGriZhBBsOv4XX6d8i93lYHTH62jlCJMiIWk0aEJDURU0oaFDh9Vkxdfqg8lgrPNJF1USiltuuYU2bdrw22+/oWkaL7zwAv369bvgdYmJibz33nu4XC6mTp3KpEmTPMdSU1OZOXOmZzsrK4ugoCBWrlzJtm3beO2111AUheDgYF577TVatmxZg+pJSqM3mQiK7kJQdBe49RYKT5/i5J9bcKbuI3/9H+St/R2dyYRPp/b4Rkfh26Vztcq37d3PmSWJOI8dx9LmciLvuh2fDlfU2F6Pm8mgr5abKaMwi8+TlpOasZ8rQlpze9dxtAiMJCkpqca2SCR1gSY0XKqCKBYHX7MPPkYrxnoQh9JUSSjS0tJYvXo1L7zwAgcPHmT27Nm0b9+e8PDzzzdPS0tjzpw5LFu2DLPZzMSJE+nTpw/t27tTQkdFRZGQkACAzWZjwoQJvPDCCwA8/vjj/Pe//6Vz584sWbKEV155hffee+8iqyopjSY0ioKsBA2+BtN116I5Xdj27seWspvC5FSKkt3rS5tCgjhzVTd8u3TGp/0V6ExG8jdvIyvhO5SsbIyhIQReew32Awcp2pGCMSSYiDtvw79n94tKelgTN5Oqqfx0cD2Je37EoNMzMeYGBv6tj5zyKmnQlIiDJgQGnQ4/ky9WoxmTwdQgUvlAFYXiySefZMiQIQC0bNmS3r178/TTT5dZ//pcNmzYQN++fT3jGsOHD2f16tU8+OCD5c5dsGABvXr1omfPnjidTh566CE6d3Y/zXbq1InPPvusuvWSXIB8Z2GZcQm92YRfdBR+0VGE3TwWV/oZilJSydi0lbx168n9aR06ixljRDiuk6dBVQFQsrLJWpYIRgOh8aMIGjIQvfkiXFeqiuZ0YrBaq+xmAjiae5LPti/laO5JYiOjuDU2nhCfoBrbIZF4E1VTcWkKCPcyDv4mXywmCya9scGIQ2mq9CvMzs5mypQpAFgsFqZOncqKFSsqvSY9Pb1MjyMiIqLCrn9eXh6LFy8mMTERALPZTHx8PACapjF//nyGDh1apcpIqobNZadQsWM1VBwwp9PpMEeGY44M59Rl4bS74gpsew9QlJxK3u9/gKaVu8bg70/IiOtqbJMQAuF0gl6POTS0ym4mp+Jk5d6f+PHA7/ibfZnW8zauuiy6Qf7YJJc2qqaiaCpCaBj0RgLN/liMZowNVBxKU+VZT2lpaURGRgJw5swZhBCVXlPR8YrejMTERIYOHUpYWFiZ/U6nk5kzZ6IoCtOnT6+KmR6Sk5NJS0ur1jUAwulE5OWjq2HEcWl27myY/nBFqOSqhRgxVnmN6j0HD4JRB92uxPTrBiq6SsnJJTU1tWZGqYpbfHx8wGJBd/pUlS47bjvN2swt5CkFRPlfQb+Q7pjOCHae2Xnea5rSOEVTqUtTqQeUr4sqNDShIRAYMGDVmzEZjBh0DSuPWEZGRqXHqyQUU6dOZezYsQwYMACAjRs38sQTT1R6TWRkJFu3bvVsp6enExFRfk3jH3/8sZwQFBYWcv/99xMcHMx7772HqZqzcKKjo2nVqlW1rgFQbbbzLoVaHXbuTCImJvaiyvAGmtDItOfSEoFJXzWXTmpqKlFRUZ7tI6EhKFnZ5c4zhYbQvtR5VbJHURAuV7GbKaDKbqZCZxFLU1axIW0b4X5hPNJ7Ip2aXThLQFJSErGxDe9zqQlNpS5NpR5wti6KpqCoKgKB2WDG12TFYrRgbMBJJo9fILPyBX+ZQgjGjh1LdHQ0P/74I3q9nrvvvptOnSpfxKV///7MmzePrKwsfHx8WLNmDS+//HK5slNSUujevXuZ/Y8//jht2rThpZdeavBdssZEvrMQVVOwXES8RGj8SDIWfY1wujz7dGYTofEjq1yG0DQ0pzvjbHXcTEIItp5MYvHOlRS6ihjR4VpGdRyC2VDzMRGJ5GIpiY52ai7sLjtmo5lgqx8Wo7nJZCCuVCj279/Pvffey7PPPku/fv1YuXIler2eJUuW8PLLL3P11Vef99rIyEgeeeQRpkyZgsvlYvz48cTGxjJt2jRmzJhBTEwMWVlZmEwmLKWihHft2sVPP/1E+/btGTt2LOAe36hs4FxyYYpcdgoUG77Gi+stBfTuAVBm1lNo/EjP/gvhns2kYarGbCaArKIcvti5gp1pe2gT3JKHut5Fq6DLalwPieRiqCg6OsDoR6R/eJMRh9JUKhRvvfUWDz/8MIMHD2bp0qXodDpWrlxJWloajzzySKVCARAXF0dcXFyZfaUb/LCwMNavX1/m+JVXXsmePXuqWw9JJbg0hVxnPlZD7UReB/TuUWVhKKGmbiZNaKw79AcrUr9HIBjfZTRDrugvp7xK6pxzo6OtBgtBZh9PdLRZ770UGvVNpb/WU6dOccMNNwCwadMmrrvuOvR6PZdddhkFBQV1YqDk4tCERrY9D4PeUOXB69qkpm4mgBN5p/lsxzIOZR/jyvAO3BY7lmZ+oV60ViIpiyY0FE1F01RAh089RkfXJ5UKRekcIn/99RezZs3ybDscDu9ZJak1ch0FaELFUku9ieqgOpxuN1Ng9dxMLtXFd/vW8v2+dVhNFu7sfjO9W3WT41WSOuHc1Bm+Zh+sRuslJw6lqVQogoKC2L17NwUFBWRkZNCrVy8A/vzzT89UWUnDpchlo0i1X/S4RHUp42YKDERvrHp3fF/mIT7bsZy0ggz6tOrG+C6jCbD4e9FaiaRU6gwEenT4mHzwMVoaVHR0fVKpUDz66KNMnTqVgoICHnvsMXx9ffnf//7H+++/z3/+85+6slFSA5yqi1xnQa2NS1SFMm6msLBqrYBnc9lZtus7fjuymTDfEP7R9066RHT0orWSSx1NaDhVV6OJjq5PKhWKbt268euvv2K32wkMdK8A1r17d77++mv+9re/1YV9khrgXl8iH6O+6kF1F0tN3UwAf51K4cukBPIcBQy94hriOl+PxXjxQY8SybmcGx0dYPbDarQ0iujo+uSCU0/MZjNm89kf7VVXXeVVgyQXhxCCXEcBoGHUe7+x9biZfKwYA6rnZsqx5/HVzm/461QKrQIv4/7ek/lbyOVetFZyKaJqKi5VgeJAU484GGq2eNaliHynmhhFig2b4sDHdGGXkxACSlKtCHE27YoQIIqPKy5UuwME6HQgEFAqiYfOoK+2m0kTGuuPbGXZru9QNIWxUcO5vt2AJju1UFL3lImO1psIsgZgMZilONQQ+a41YCpvyMs37C6hkGXPxqK3oKoOdAgEOhDC0632NPQCdHpArwedDp2ueJabXgc6PTqdHp1eB1YrpqAAdDp9sT7o3IqBO3eXzmiolpvpdEEGn21fxv6sw3RqdgW3xd5IpH/NFzWSSEpwqe4YBwCTwUSw1Q+z0dygU2c0FqRQXATna8iFoqK5XGf3FTfk5z6Rexry4uvdx91Hyjbk+nMach06vcHdXuv1oNcjgBxbFn6+zTAWp7TQ6Uo16vri+xTvq6o/Vme1YvS9+AXbFU1hzf5fWbX3Z8wGE5O73UT/y3tIv7Ckxniio4tjHCxGk9fXjr5UkUJxDpqqIux24JyGHIGueM8FG3KjEb3Fgl6v8zTkuuJz0JV9Ii957Wm8q9mQg/sHk23LQW+xYjY2vLxHh7KPsnD7Mk7mp9GjRQw3R8cRZA2ob7MkjZAScVA01b08qNFCkDWwztaOvlSRQlEKvdmMNSK88oa85HUlX0p9gD+WkGAvW3uWQmdR8bhE3cZLXAi74iAhdQ1rD20k2BrI33tPIbZ59TLMSiQVRUcHWa1SHOoQKRSl0BkMGAyNq8vqVJzk2vOxmBrWdNKdabv5PGkFObY8Bv6tD2Ojhjc4IZPUHh63K6LcvtL73btKznW7JJ2K03NV6etLXupARkfXM1IoGjGqppJly8FsNDWYH0+eo4DFyYlsPZHEZQERPHbNdNqFtqlvsxot52uANaGhaup5G+CSnZU1wJ4Nne7sWBs6Snlbi/+nA13JWFzFLlHPt6/4CV+PDh1nx8cMxWfoir+nOr37uEVvxs/k6+mtl/yr1+nRFf8ro6PrHykUjRQhBLn2PAQ0iIE7IQQbj/3J0pRvcahO4joNZVj7QZjkdEQPTtWFVpyW2sPFNMC68zfAnnPP0wAX73T/47nCva/ktefVuft0ZY9fTCPua/QhwCpTtDR05K+4kVLgLKy3cYlNx/8iIXUNWbYcQn2CGdK2P8npe9h95gDtQttwe9dxXBZQfjXDSxVNaDgUJxaDmUCfYPS10AAHmQJo5isz6UrqBikUjRCn4iTPUYD1Ilaqqymbjv/Foh3L3TlygCxbDkt2rcKoM3BrTDwD/ta7wbjBGgJOxYkmBCHWIHxMVulCkTRKpFA0MlRNJdOWg7me/LYJqWs8IlEaf4sfg9r2rXN7Giqa0HAqTqxGC4HWQBn0JWnUSKFoRLjjJXLRUX/jElm2nAr359jz6taQBoxTcaIhCJa9CEkTwatCkZiYyHvvvYfL5WLq1KlMmjTJcyw1NZWZM2d6trOysggKCmLlypWcPHmSxx9/nMzMTNq2bcvs2bPx8/PzpqmNgnxnIU7VibWeppkKIfAxWrEp9nLHQn2C696gBoZ7LMKBj9EqexGSJoXXnMlpaWnMmTOHzz//nISEBL766iv279/vOR4VFUVCQgIJCQl8+eWXBAUF8cILLwDw4osvctttt7F69Wqio6P573//6y0zGw0OxUm+owBLPYxLgDt47oOtn2NT7OVSl5sNJuKjhtWLXQ0Fh+LEqboItQYT6hsiRULSpPCaUGzYsIG+ffsSHByMr68vw4cPZ/Xq1RWeu2DBAnr16kXPnj1xuVxs2bKF4cOHAzBu3LjzXnepoJTES9TTuMSZwize/u19tp9KYdyVI7mj23hPDyLUJ5hJXW+kT6vudW5XQ0ATGjaXDYvRQqRfM3zMPvVtkkRS63jN9ZSenk54eLhnOyIigqSkpHLn5eXlsXjxYhITEwHIzs7G398fo9FtWnh4OGlpad4ys8EjhCDHluueM18PT6nHbaf55NcVCAQP9p3qWXWuz+VyXRKH4gQg1BosBULSpPGaUJQO3y+hoqfhxMREhg4dSlhYWLWuq4zk5OR6F5dt27bVSjlFig2b6sBsqNtkf0IIdubvZX3WXwSbAhgVMRD1tJ2k0+XFvjFR0cNKddGEhiIUzHoLfgYrJ+tpOnBtfcfqm6ZSD2i8dcnIyKj0uNeEIjIykq1bt3q209PTiYgoH4T1448/Mn36dM92aGgoBQUFqKqKwWAgIyOjwusqIzo6mlatWtXc+Itk27Zt9OjR46LLsSsOMouysRotdepycqkuPk9KYGPWn7T1aclDg6fVS8xGbZOUlERsbOxFleFUXAgEwdbAes1dVVvfsfqmqdQDGnddjh8/Xulxrz0K9e/fn40bN5KVlYXNZmPNmjUMHDiwzDlCCFJSUuje/ax/22Qy0bNnT1atWgXAihUryl13KVBf4xI59jz+veFDNh7bxuiOQxgRMaBJiMTFomoqNqcds9FMhF+YTHAouaTwmlBERkbyyCOPMGXKFMaOHcuYMWOIjY1l2rRp7Ny5E3BPiTWZTFgsZRui559/nsWLFzNq1Ci2bt3Kww8/7C0zGySa0NzrS+j0dToucTDrKK+vm8/JvDSm95xEXOfrZQwA7rEIRVMJ8wsh1CeoQeTWkkjqEq/GUcTFxREXF1dm34cffuh5HRYWxvr168td17JlSxYuXOhN0xo0BY5CXKqCtQrrXtcWG45u5fOkFQRbg5jR7y5aBjavs3s3VFRNxam48DP7EGgJkGsfSC5ZZGR2A8PmtJHvLKwzd4+qqSxJ+ZZfDm2kc7P2TOt5K37mi1/6tLHjUJzogDC/EOl6k1zySKFoQCiqQrY9D4vRXCcunwJHIR9u+5w9Zw5y3RVXM+7KkZe8W0XVVJyqCz+T7EVIJCVIoWggaEIj256LQa+vk+yrx3NP8d6WheTa85nafQJ9L/G4CCEETtWFDmjmG4rF2LBWDJRI6hMpFA2EfEdBnY1LbDu5k0/++hofkw//vPpe2oZc7vV7NmRkL0IiqRwpFA0Am9NGgaPI6yKhCY3E3T/y3b5fuCKkNdN7TSLIGujVezZkPL0InU72IiSSSpBCUc94xiVM3h2XsLns/L8/v2Jn2m6ubt2TiTHxl/QypSW9CH+zLwFmf9mLkEgq4dJtKRoAJfESBr3Bq+MSaQUZvLd5IemFmUyMuYFBf+t7ycZHCCFwKE70ej3hvqGYZS9CIrkgUijqkTx7Pi5N9arLKTltD//b9iUGvYGH+t1Np2ZXeO1eDR1VqNgVBwFmP/wtfnLJVomkikihqCeKnDYKnEX4einrqBCCNft/ZUXq97QMbM59vSfTzDfEK/dq6JT0IhDIXoREUgOkUNQDLtVFjj3Paz0Jp+Jk4Y5lbDmxgx4tYpjSbfwlO1CraAouVSHA7E+QKUCKhERSA6RQ1DGappFty/XauERWUQ7vbVnI8dxTjI0azvD2gy7J8YiSXoRRbyDcL6zeFn2SSJoCUijqmFxHPqrQvPKEvy/zEB9sWYRLU/h7nynERHau9Xs0BhRNQVEV/M3++Ft85ViERHKRSKGoQ4qcNopcRfiYandcQgjBr4c38VVyIuF+YdzfezLN/cMvfGETo6QXYdIbaFbci5BIJBePFIo6wqW6yLbnYqnlBHOKpvDlzm/4/cgWYiI7cddVEy/JtRJcqrsXEWj1x88sexESSW0ihaIO0DSNTFsOJoOxVhuwXHs+C7Ys4mD2EUZ0uJYbOl9/yTWQpXsR4f6yFyGReAMpFF5GCEGOIx8hBMZabMSO5Bznvc0LKXTZuKfHrfRseXFLfDZGXKqCoikEWmQvQiLxJlIovEyRy4bdZcNai+6gTcf+4rMdywiw+PPENfdxeVCLWiu7MaAJDafixKQ3EuEXhkn2IiQSryKFwos4i+MlamuGk6qpLE/9nh8P/EaHsLbc2/M2Aiz+tVJ2Y8GlulA0lSBLAH5mXznlVSKpA7zaV09MTGTUqFFcf/31LFq0qNzxgwcPMnnyZG644QbuvvtucnNzATh+/DiTJk0iPj6eyZMnc+LECW+a6RU0TSOrFsclCp1FzN/0MT8e+I1r2/bj4X53X1IioQkNu8uOXqcnwi8Mf4ufFAmJpI7wmlCkpaUxZ84cPv/8cxISEvjqq6/Yv3+/57gQgvvvv59p06bxzTffEBUVxQcffADAO++8w+jRo0lISGDYsGHMmTPHW2Z6BSEEOfZc97iE/uI7bSfz0njj1/+w98whJncdx8SYGy6plehcqguH4iTQEkAz31DpapJI6hivuZ42bNhA3759CQ4OBmD48OGsXr2aBx98EICUlBR8fX0ZOHAgAPfddx95eXmA+2m8oKAAAJvNhtXauKZ7OlQnNsVRK9NUt59K4aM/F2MxWvjn1dO4IrRNLVjYONCEhkNxYjaYifQLwXgJp0WXSOoTr/3y0tPTCQ8/G/QVERFBUlKSZ/vo0aM0a9aMJ598kl27dtGxY0eeffZZAB566CEmTpzIwoULcblcfPXVV9W6d3JyMmlpabVTkWri0hQKtSL27tpzUa4RIQRbc5PZkpNMhDmUEeEDKDieS9LxpAtfXMuU/tzqCkVT0dDw0/tgMZg5Wktupm3bttVKOQ2BplKXplIPaLx1ycjIqPS414RCCFFuX+mGU1EUNm/ezGeffUZMTAxz587ljTfe4I033uDJJ5/kpZdeYujQoXz//fc8+OCDfPPNN1VueKOjo2nVqlWt1aWqqJpKRmEmKSm76Nq1a43LsSsOPv7za7bnpNC3VXcmdb2x3twtSUlJxMbW3dTbkl6ExWAm2BpYq72Ibdu20aNHj1orrz5pKnVpKvWAxl2X48ePV3rca2MUkZGRnDlzxrOdnp5ORESEZzs8PJw2bdoQExMDwJgxY0hKSiIrK4uDBw8ydOhQwO2yysjIIDs721um1gpCCHLteQjAcBGD1xmFmbz123vsOL2LCV1Gc0f3CZeMT96punAqToKtgYT5SleTRNJQ8JpQ9O/fn40bN5KVlYXNZmPNmjWe8QiA7t27k5WVxe7duwH4+eef6dKlCyEhIVgsFrZu3Qq4VdrPz4/Q0FBvmVorFDqLsCmOi5oKm5qxn9d//Q859jxm9LuL69pdc0nM7NGEhs1lx6gzEOHXTE57lUgaGF57ZIuMjOSRRx5hypQpuFwuxo8fT2xsLNOmTWPGjBnExMTwn//8h1mzZmGz2WjevDlvvfUWOp2O+fPn8/LLL2O32/Hz82PevHneMrNWcCpOch35WGuYx0kIwU8H17M0ZRWXBURwf+/JhPuF1bKVDROn6kLTNIKtgfiafKRASCQNEK/27ePi4oiLiyuz78MPP/S87tq1K0uWLCl3XWxsLF9//bU3Tas1VE0l05ZT4/UOnKqLRTuWs+n4X3S/rAt3dJ9QY8FpTJQZi/APxXgJTfeVSBob0gl8EQghyLblooMaxTVk23J5f8tCjuScIK7TUEZ2HHxJ5CtyKk40IQixBuFjsspehETSwJFCcREUOAtxKA58arDu9YGsIyzY8hkOxcl9vSbT7bIrvWBhw8Ldi3DgY7QSaA2UvQiJpJEghaKGOBQneY6CGiX7+/3IFr5ISiDUN5iH+91Di8BIL1jYsHAqTjQEIdZg2YuQSBoZUihqgKKpZNVgXELVVBYnr2Td4T+4MrwDd/e4Fb8a9EYaE7IXIZE0fqRQVBMhBDm2XHQ6XbXGJfIdBXyw9XP2ZR7i+nYDGBs1vMnna3IoTgSCUGtwjdxzEomkYSCFoprkOwpxqs5quZyO5Z7kvc0LyXcUcOdVN9OnVXcvWlj/eHoRJl+CLP5NXhAlkqaOFIpqYFcc5DsLqjV9deuJJD7ZvgR/ky+PXXMfbYJbetHC+sehOAFkL0IiaUJIoagi1R2X0IRGQuoavt+/jnahbZjecxKB1oA6sLR+UDUVp+LCx+wjexESSRNDCkUV0IRGti0XvU5fpQbQoTr5z6ZPSEnfy4A2vbklJq5W1qVoqHh6ET5BshchkTRBmm7rVYsUOApxqS6spgu7nE7np7P01Bry1EJuix3LwL/1qQML6wfZi5BILg2kUFwAm8tOvrOwSuMSO9N2879tX6LT4JH+99AhrG0dWFh3CCFQNBVVUxEIzHojYX4hl0TKEYnkUkYKRSUoqkK2LReL0VzpuIQQgtX71vLN7h+4POgyBgX0bDIiIYQoTrmhATqsRgtBFn9MBpPsQUgklwhSKM6DJjSy7bkY9PpK8y85FCefbl/CtpM76dWyK5O7jmP3rt11aGnto2oqiqYihEAVGj4mH3yMFowG4yWRi0oikZRFCsV5KHAUoqgKlkrGJc4UZfP+5oWcyDvNuCtHcn27AY0yNYXbpaSgaprHpRRg9sNiNBNsCiCoCc/WkkgkF0YKRQXYnDbyHYWVDl7vOXOQD7YuQtM0Hux7B10iOtWhhRePJjQUVTnHpWQt51JqjMInkUhqFykU56CoCtn2PCymisclhBCsPbSRr1O+JcKvGff3nkykf7N6sLT6nHUpaej1BnxNvliNZulSkkgklSKFohTueImc845LuFSFL3YmsOHoVmIjo7jzqpvxqUH22LrirEtJBXSY9EYCLf6YDSaMeqPsLUgkkirhVaFITEzkvffew+VyMXXqVCZNmlTm+MGDB3n++efJzc0lPDycf//73wQFBZGens6sWbNIT0/HarUye/ZsWrVq5U1TAXcqbKfqqjBoLNeex4ItiziYfZRRHYcwptN1DfIp/KxLSQDgY7TiY7HIWUoSiaTGeK2lS0tLY86cOXz++eckJCTw1VdfsX//fs9xIQT3338/06ZN45tvviEqKooPPvgAgCeeeILBgwezYsUK4uPjmT17trfMLIeugsb/UPYxXvv1PxzPO8W0nrdxQ+frG5RIqJqKQ3Fid9lRNBVfky/NfENoHhBOiG8QVpNVioREIqkxXutRbNiwgb59+xIcHAzA8OHDWb16NQ8++CAAKSkp+Pr6MnDgQADuu+8+8vLyyMrKYvfu3Xz00UcA3HTTTfTr189bZl6QjUe3sShpBUHWAJ645n5aBV1Wb7aUUM6lZDARaPHHYnCPN0gkEklt4rVWJT09nfDwcM92REQESUlJnu2jR4/SrFkznnzySXbt2kXHjh159tlnOXLkCC1atOC1115j06ZNtGjRgmeffdZbZp4XVVNZuus7fj64nk7N2jGtx634W/zq3I4SNKHhUhWEEOgAq3QpSSSSOsJrQiGKfeSlKT14qigKmzdv5rPPPiMmJoa5c+fyxhtvMGHCBHbt2sU//vEPnnnmGb7++mtmzpzJwoULq3zv5ORk0tLSqm2zU3NRoBShCpU1Ges5bk8jNqAj/f26c3DPgWqVVVoUa4oqVDQhEAj06LHoTZj0Jow6Q50ORG/btq3O7uVtZF0aHk2lHtB465KRkVHpca8JRWRkJFu3bvVsp6enExER4dkODw+nTZs2xMTEADBmzBhmzJjB3//+d/z8/Bg8eLBn/yuvvFKte0dHR1d78Pu3I5v5fMc3ZNqy0ev0CCGY0m08/Vv3qFY54BaJ2NjYal9X1qUEJoMZX5O1Xl1K27Zto0eP6r8HDRFZl4ZHU6kHNO66HD9+vNLjXhuR7d+/Pxs3biQrKwubzcaaNWs84xEA3bt394xHAPz888906dKF1q1bExkZybp16wD45Zdf6NKli7fMBNwisWDLIjJt2YDbzWPQGzDovT9g7V4Nzj0Q7VScmA1mQn1DaO4fQbhfKH5mXznuIJFI6hWv9igeeeQRpkyZgsvlYvz48cTGxjJt2jRmzJhBTEwM//nPf5g1axY2m43mzZvz1ltvATB//nyef/553n77bfz9/XnjjTe8ZSYAXyQl4FSdZfYpmkJC6hqvLFuqaAqK6u416PV6/E2+WIxmTFVcFEkikUjqEq8+qsbFxREXF1dm34cffuh53bVrV5YsWVLuuiuuuKJaYxIXS2ZRVoX7s2w5tVK+x6UkNBACk8FMkNVXzlKSSCSNAtlKAWG+oZypQCxCfYJrXObZWUoaOnRYTVZ8TFbMehP6OnBpSSQSSW0hWyzg1th4zAZzmX1mg4n4qGHVKkfRFOwuB07Nhapp+Jt8aeYXRvOACEJ8grAaLVIkJBJJo0P2KIABbXoD8PmOFWTasgn1CSY+atgFxyc0oXlWfNOhw2w0EWz1I9gU0GgSBUokEsmFkEJRzIA2venVIpYsW26l6cU9GVgR6ARul5K1rEvJoJMBcBKJpOkghaIKnJ2lJDDojfibfbEYLZhkBlaJRHIJIIWiAs51KVmMJvytfpiNZowyXYZEIrnEkEJxDppQcSngY/bBarTIWUoSieSSRwpFKcwGMxH+4dKlJJFIJKWQQlEKvV6PWc4YlkgkkjLIVlEikUgklSKFQiKRSCSVIoVCIpFIJJUihUIikUgklSKFQiKRSCSVIoVCIpFIJJXSpKbHqsWLAZ0+fbpe7cjIyLjg0oKNBVmXhklTqUtTqQc07rqUtJklbei5NCmhKFkgfNKkSfVsiUQikTQ+MjIyaNOmTbn9OiGEqAd7vILdbic5OZnw8HAMBpmTSSKRSKqCqqpkZGQQHR2N1Wotd7xJCYVEIpFIah85mC2RSCSSSpFCIZFIJJJKkUIhkUgkkkqRQiGRSCSSSpFCIZFIJJJKkUIhkUgkkkqRQiGRSCSSSpFCUUMKCgoYM2aMJ2R/w4YNxMXFMWzYMObMmeM5LzU1lZtuuonhw4fzzDPPoChKfZlcIfPnz2f06NGMHj2at956C2i8dXnnnXcYNWoUo0eP5qOPPgIab10A3nzzTWbOnAmc396TJ08yadIkRowYwf33309hYWF9mlwhU6ZMYfTo0cTHxxMfH8+OHTtITExk1KhRXH/99SxatMhz7vk+r4bCzz//zLhx4xgxYgSvvPIK0Li/Y1VGSKrN9u3bxZgxY0SXLl3EsWPHhM1mE4MGDRJHjx4VLpdL3HXXXWLt2rVCCCFGjx4t/vrrLyGEEE899ZRYtGhRPVpelvXr14tbbrlFOBwO4XQ6xZQpU0RiYmKjrMumTZvExIkThcvlEjabTQwePFikpqY2yroIIcSGDRtEnz59xJNPPimEOL+99957r1i5cqUQQoj58+eLt956q17sPR+apomrr75auFwuz77Tp0+LwYMHi+zsbFFYWCji4uLEvn37Kv0dNQSOHj0qrrnmGnHq1CnhdDrFrbfeKtauXdtov2PVQfYoasDixYt5/vnniYiIACApKYk2bdpw+eWXYzQaiYuLY/Xq1Zw4cQK73U63bt0AGDduHKtXr65Hy8sSHh7OzJkzMZvNmEwm2rVrx+HDhxtlXXr37s2nn36K0WgkMzMTVVXJy8trlHXJyclhzpw53HfffQDntdflcrFlyxaGDx9eZn9D4uDBg+h0OqZNm8YNN9zAZ599xoYNG+jbty/BwcH4+voyfPhwVq9efd7fUUPhhx9+YNSoUTRv3hyTycScOXPw8fFplN+x6tKkkgLWFa+++mqZ7fT0dMLDwz3bERERpKWlldsfHh5OWlpandl5ITp06OB5ffjwYVatWsXkyZMbZV0ATCYT7777Lv/v//0/RowY0Wg/l+eee45HHnmEU6dOAeW/XyX2Zmdn4+/vj9FoLLO/IZGXl0e/fv144YUXsNvtTJkyhZEjR5b7XJKSks77eTUUjhw5gslk4u677yYjI4PBgwfToUOHRvkdqy6yR1ELiArSZel0uvPub2js27ePu+66iyeffJLWrVuXO96Y6jJjxgw2btzIqVOnOHz4cLnjDb0uX3/9NZdddhn9+vXz7GvM36/u3bvz1ltv4evrS2hoKOPHj+fdd98td15jqI+qqmzcuJG3336bxYsXs3PnzgrTijeGulQX2aOoBSIjIzlz5oxnOz09nYiIiHL7MzIyPO6qhsK2bduYMWMGTz/9NKNHj2bz5s2Nsi4HDhzA6XQSFRWFj48Pw4YNY/Xq1WWyCDeGuqxatYqMjAzi4+PJzc2lqKgInU5Xob2hoaEUFBSgqioGg6FB1aOErVu34nK5PMInhKBly5ZV+o6V7G8oNGvWjH79+hEaGgrAdddd1yi/YzVB9ihqga5du3Lo0CGOHDmCqqqsXLmSgQMH0rJlSywWC9u2bQNgxYoVDBw4sJ6tPcupU6d44IEHmD17NqNHjwYab12OHz/OrFmzcDqdOJ1OfvrpJyZOnNjo6vLRRx+xcuVKEhISmDFjBkOGDOH111+v0F6TyUTPnj1ZtWpVmf0Nifz8fN566y0cDgcFBQUsX76ct99+m40bN5KVlYXNZmPNmjUMHDjwvN+9hsLgwYP5/fffycvLQ1VVfvvtN0aMGNHovmM1QfYoagGLxcIbb7zBP/7xDxwOB4MGDWLEiBEAzJ49m1mzZlFYWMiVV17JlClT6tnas/zvf//D4XDwxhtvePZNnDixUdZl0KBB7Nixg7Fjx2IwGBg2bBijR48mNDS00dWlIs5n7/PPP8/MmTN57733uOyyy/j3v/9dz5aWZfDgwZ7PRdM0brvtNnr06MEjjzzClClTcLlcjB8/ntjYWIDzfvcaAl27duWee+7htttuw+VycfXVV3PrrbdyxRVXNInvWGXI9SgkEolEUinS9SSRSCSSSpFCIZFIJJJKkUIhkUgkkkqRQiGRSCSSSpFCIZFIJJJKkUIhaTS88sorngyk0dHRDB8+3LNtt9urXM60adPYv39/pee88847rFix4iItbpgsW7aM6dOn17cZkkaEnB4raZQMGTKEd955h5iYmPo2pdGxbNkyvv/+exYsWFDfpkgaCTLgTtIkmDdvHtu3byc9PZ1OnToxc+ZMnnvuOTIzM8nIyKBly5bMnTuXsLAwj8gUFRUxZ84cLr/8cvbt24fT6eS5556jb9++zJw5kw4dOnD33XcTExPDvffey/r160lPT2fKlClMnToVVVV56623+PnnnwkICCA2NpYDBw6wcOHCcvZ9/fXXfPHFF2iaRnBwMM8++yxt27blzjvvpEuXLjzxxBNs2LCBmTNnsmzZMvLz83nppZcoKioiPT2dzp07M3fuXCwWCzExMUydOpW1a9dSUFDA448/zurVq9m7dy8RERG8//77+Pr6cuWVV3LHHXewadMmioqKePTRRxk2bFgZu/Lz83n11VfZu3evJ9XGE088gdFo5N133+WHH37AZDIREhLC66+/3qjTUEhqjnQ9SZoMJ06cYPny5cyePZtvv/2Wbt268dVXX/HTTz9htVpJSEgod01SUhJ33XUXK1asYPz48cyfP7/cOU6nk5CQEL788kveffdd/vWvf+FwOPj6669JSUlh5cqVfPnllxw7dqxCuzZv3syKFStYtGgRK1as4J577uEf//gHer2et99+m4SEBH788Ueeeuop/vWvf9GsWTMWL17M2LFj+eqrr1izZg3Hjx9n7dq1HnvCw8NJTEzk1ltvZdasWTzzzDOsWrWKgoICfvrpJ8CdxC4oKIhly5Yxd+5cnn76abKyssrY9tprr9GlSxeWLVvGihUryM7O5qOPPuLUqVN88sknLF26lGXLlnH11VeTlJR0kZ+QpLEiexSSJkO3bt08KbfvuOMOtm7dykcffcThw4fZt28fXbt2LXdNixYtiIqKAuDKK69k+fLlFZZ93XXXAdClSxecTidFRUWsW7eO+Ph4LBYLALfcckuFvYm1a9dy5MgRJk6c6NmXm5tLTk4OERERvPzyy/z973/nH//4B7169QLg8ccfZ/369Xz44YccPnyY9PR0ioqKPNeXrEHRunVrOnbsSGRkJACtWrUiNzfXc97tt98OQOfOnenYsSNbtmwpZ9vOnTtZsmQJgGesJzIyks6dO3PjjTcycOBABg4cWCajreTSQgqFpMng6+vref3222+TlJTETTfdRJ8+fVAUpcLUz1ar1fP6fOmhAY8YlKSKFkJ4RKkEvb7iDrqmacTHx/P44497ttPT0wkKCgJg//79NGvWjJ07d3quefTRR1FVlZEjR3Lttddy6tSpMraZTKYKX59L6cymmqaV2S7Z984779CuXTvAvX6ETqdDr9fz2WefsXPnTjZu3Mhrr71Gnz59mDVr1nnvJWm6SNeTpEny+++/c8cddzB27FjCwsLYsGEDqqrW6j0GDRrEN998g9PpRFGU8/ZGrr76ar799lvS09MB+OKLL7jjjjsAt+vr008/ZenSpeTl5fHJJ5947H/ggQcYNWoUOp2OHTt21Mj+kplbKSkpHDp0yNNjKeGaa67h448/RgiB0+nk/vvv57PPPmP37t2MGTOGdu3aMX36dKZOncqePXuqfX9J00D2KCRNkgceeIC33nqL//73vxgMBq666iqOHj1aq/cYN24chw4dYuzYsfj6+tKqVSt8fHzKnTdgwACmTZvGXXfdhU6nw9/fn/nz51NYWMijjz7KrFmziIyM5I033mDChAn06tWLRx55hAceeICgoCB8fHzo1atXjez/888/Wbx4MZqmMWfOHE8vpoRnnnmGV199lbi4OFwuF/379+eee+7BZDIxcuRIbrrpJnx9fbFarbI3cQkjp8dKJDXk999/JzMzk/j4eMAd52GxWDwupvqmU6dObNy40bPQjkRSU6TrSSKpIR06dGDFihXccMMNjB49muzsbO677776NksiqXVkj0IikUgklSJ7FBKJRCKpFCkUEolEIqkUKRQSiUQiqRQpFBKJRCKpFCkUEolEIqkUKRQSiUQiqZT/D1oVETW8LSMOAAAAAElFTkSuQmCC", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def plot_learning_curve(estimator, title, X, y, ylim=None, cv=None,\n", - " n_jobs=-1, train_sizes=np.linspace(.1, 1.0, 5)):\n", - " \"\"\"Generate a simple plot of the test and training learning curve\"\"\"\n", - " plt.figure()\n", - " plt.title(title)\n", - " if ylim is not None:\n", - " plt.ylim(*ylim)\n", - " plt.xlabel(\"Training examples\")\n", - " plt.ylabel(\"Score\")\n", - " train_sizes, train_scores, test_scores = learning_curve(\n", - " estimator, X, y, cv=cv, n_jobs=n_jobs, train_sizes=train_sizes)\n", - " train_scores_mean = np.mean(train_scores, axis=1)\n", - " train_scores_std = np.std(train_scores, axis=1)\n", - " test_scores_mean = np.mean(test_scores, axis=1)\n", - " test_scores_std = np.std(test_scores, axis=1)\n", - " plt.grid()\n", - "\n", - " plt.fill_between(train_sizes, train_scores_mean - train_scores_std,\n", - " train_scores_mean + train_scores_std, alpha=0.1,\n", - " color=\"r\")\n", - " plt.fill_between(train_sizes, test_scores_mean - test_scores_std,\n", - " test_scores_mean + test_scores_std, alpha=0.1, color=\"g\")\n", - " plt.plot(train_sizes, train_scores_mean, 'o-', color=\"r\",\n", - " label=\"Training score\")\n", - " plt.plot(train_sizes, test_scores_mean, 'o-', color=\"g\",\n", - " label=\"Cross-validation score\")\n", - "\n", - " plt.legend(loc=\"best\")\n", - " return plt\n", - "\n", - "\n", - "g = plot_learning_curve(gsRFC.best_estimator_,\"RF mearning curves\",X_train,y_train,cv=kfold)\n", - "plt.show()\n", - "g = plot_learning_curve(gsExtC.best_estimator_,\"ExtraTrees learning curves\",X_train,y_train,cv=kfold)\n", - "plt.show()\n", - "g = plot_learning_curve(gsGBC.best_estimator_,\"GradientBoosting learning curves\",X_train,y_train,cv=kfold)\n", - "plt.show()\n", - "g = plot_learning_curve(gsSVMC.best_estimator_,\"SVC learning curves\",X_train,y_train,cv=kfold)\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.114328, - "end_time": "2021-01-12T23:46:47.658689", - "exception": false, - "start_time": "2021-01-12T23:46:47.544361", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "Merkmalsbedeutung von baumbasierten Klassifikatoren\n" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:46:48.010244Z", - "iopub.status.busy": "2021-01-12T23:46:48.004202Z", - "iopub.status.idle": "2021-01-12T23:46:50.619365Z", - "shell.execute_reply": "2021-01-12T23:46:50.619853Z" - }, - "papermill": { - "duration": 2.846638, - "end_time": "2021-01-12T23:46:50.619997", - "exception": false, - "start_time": "2021-01-12T23:46:47.773359", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1080x1080 with 4 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = ncols = 2\n", - "fig, axes = plt.subplots(nrows = nrows, ncols = ncols, sharex=\"all\", figsize=(15,15))\n", - "\n", - "names_classifiers = [(\"AdaBoosting\", ada_best),(\"ExtraTrees\",ExtC_best),(\"RandomForest\",RFC_best),(\"GradientBoosting\",GBC_best)]\n", - "\n", - "nclassifier = 0\n", - "for row in range(nrows):\n", - " for col in range(ncols):\n", - " name = names_classifiers[nclassifier][0]\n", - " classifier = names_classifiers[nclassifier][1]\n", - " indices = np.argsort(classifier.feature_importances_)[::-1][:40]\n", - " g = sns.barplot(y=X_train.columns[indices][:40],x = classifier.feature_importances_[indices][:40] , orient='h',ax=axes[row][col])\n", - " g.set_xlabel(\"Relative importance\",fontsize=12)\n", - " g.set_ylabel(\"Features\",fontsize=12)\n", - " g.tick_params(labelsize=9)\n", - " g.set_title(name + \" feature importance\")\n", - " nclassifier += 1\n", - " \n", - "\n", - "\n", - "test_is_acquired_RFC = pd.Series(RFC_best.predict(X_test), name=\"RFC\")\n", - "test_is_acquired_ExtC = pd.Series(ExtC_best.predict(X_test), name=\"ExtC\")\n", - "test_is_acquired_AdaC = pd.Series(ada_best.predict(X_test), name=\"Ada\")\n", - "test_is_acquired_GBC = pd.Series(GBC_best.predict(X_test), name=\"GBC\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.119825, - "end_time": "2021-01-12T23:46:50.860708", - "exception": false, - "start_time": "2021-01-12T23:46:50.740883", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "Verketten aller Klassifikatorergebnisse\n" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:46:51.112463Z", - "iopub.status.busy": "2021-01-12T23:46:51.111795Z", - "iopub.status.idle": "2021-01-12T23:46:51.357539Z", - "shell.execute_reply": "2021-01-12T23:46:51.356947Z" - }, - "papermill": { - "duration": 0.376418, - "end_time": "2021-01-12T23:46:51.357662", - "exception": false, - "start_time": "2021-01-12T23:46:50.981244", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ensemble_results = pd.concat([test_is_acquired_RFC,test_is_acquired_ExtC,test_is_acquired_AdaC,test_is_acquired_GBC],axis=1)\n", - "\n", - "\n", - "g= sns.heatmap(ensemble_results.corr(),annot=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.173915, - "end_time": "2021-01-12T23:46:51.653577", - "exception": false, - "start_time": "2021-01-12T23:46:51.479662", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "# Ensemble modeling\n", - "\n", - "## Combining models" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:46:51.907698Z", - "iopub.status.busy": "2021-01-12T23:46:51.906639Z", - "iopub.status.idle": "2021-01-12T23:46:54.638838Z", - "shell.execute_reply": "2021-01-12T23:46:54.638135Z" - }, - "papermill": { - "duration": 2.862171, - "end_time": "2021-01-12T23:46:54.638961", - "exception": false, - "start_time": "2021-01-12T23:46:51.776790", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "#voting Classifier:\n", - " \n", - "votingC = VotingClassifier(estimators=[('rfc', RFC_best), ('extc', ExtC_best)\n", - ",('gbc',GBC_best)], voting='soft', n_jobs=-1)\n", - "\n", - "votingC = votingC.fit(X_train, y_train)\n", - "\n", - "#stacking\n", - "def stacking(classifiers, X_train, X_test, y_train, y_test):\n", - " all_estimators = []\n", - " for classifier in classifiers:\n", - " all_estimators.append((str(classifier), classifier))\n", - " stack = StackingClassifier(estimators=all_estimators, final_estimator=GBC_best)\n", - " score= stack.fit(X_train, y_train).score(X_test, y_test)\n", - " \n", - " return score\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.125058, - "end_time": "2021-01-12T23:46:54.886106", - "exception": false, - "start_time": "2021-01-12T23:46:54.761048", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "# Prediction" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "execution": { - "iopub.execute_input": "2021-01-12T23:46:55.134488Z", - "iopub.status.busy": "2021-01-12T23:46:55.133493Z", - "iopub.status.idle": "2021-01-12T23:47:36.182409Z", - "shell.execute_reply": "2021-01-12T23:47:36.182980Z" - }, - "papermill": { - "duration": 41.173816, - "end_time": "2021-01-12T23:47:36.183120", - "exception": false, - "start_time": "2021-01-12T23:46:55.009304", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "the voting score is: 0.7625160462130938\n", - "the stacking score is: 0.7891891891891892 \n" - ] - } - ], - "source": [ - "test_is_acquired = pd.Series(votingC.predict(X_test), name=\"is_acquired\")\n", - "\n", - "results = pd.concat([test_is_acquired],axis=1)\n", - "\n", - "score= f1_score(y_test, results, average='macro')\n", - "\n", - "stacking_score = stacking(best_classifiers, X_train, X_test, y_train, y_test)\n", - "\n", - "print(f'the voting score is: {score}')\n", - "\n", - "print(f'the stacking score is: {stacking_score} ') " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.119358, - "end_time": "2021-01-12T23:47:36.422525", - "exception": false, - "start_time": "2021-01-12T23:47:36.303167", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "Es ist deutlich zu sehen, dass das Stapeln die besten Ergebnisse bei der Klassifizierung liefert" - ] - } - ], - "metadata": { - "category": "Success Predicition", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "papermill": { - "duration": 2269.629449, - "end_time": "2021-01-12T23:47:36.653147", - "environment_variables": {}, - "exception": null, - "input_path": "__notebook__.ipynb", - "output_path": "__notebook__.ipynb", - "parameters": {}, - "start_time": "2021-01-12T23:09:47.023698", - "version": "2.1.0" - }, - "skipNotebookInDeployment": false, - "title": "Prediction of Successful or Failed Startups" - }, - "nbformat": 4, - "nbformat_minor": 4 -} -- GitLab