diff --git a/.gitignore b/.gitignore
index a5dc1ba..9e10f15 100644
--- a/.gitignore
+++ b/.gitignore
@@ -139,4 +139,4 @@ dmypy.json
 # explainer Stuff
 explainer/test.py
 explainer/old_code.py
-explainer/conf.py
\ No newline at end of file
+tutorial/conf.py
\ No newline at end of file
diff --git a/explainer/SignavioAuthenticator.py b/explainer/SignavioAuthenticator.py
deleted file mode 100644
index da86dc3..0000000
--- a/explainer/SignavioAuthenticator.py
+++ /dev/null
@@ -1,42 +0,0 @@
-import requests
-
-
-class SignavioAuthenticator:
-    def __init__(self, system_instance, tenant_id, email, pw):
-        self.system_instance = system_instance
-        self.tenant_id = tenant_id
-        self.email = email
-        self.pw = pw
-
-    """
-    Takes care of authentication against Signavio systems
-    """
-
-    def authenticate(self):
-        """
-        Authenticates user at Signavio system instance and initiates session.
-        Returns:
-            dictionary: Session information
-        """
-        login_url = self.system_instance + "/p/login"
-        data = {"name": self.email, "password": self.pw, "tokenonly": "true"}
-        if "tenant_id" in locals():
-            data["tenant"] = self.tenant_id
-        # authenticate
-        login_request = requests.post(login_url, data)
-
-        # retrieve token and session ID
-        auth_token = login_request.content.decode("utf-8")
-        jsesssion_ID = login_request.cookies["JSESSIONID"]
-
-        # The cookie is named 'LBROUTEID' for base_url 'editor.signavio.com'
-        # and 'editor.signavio.com', and 'AWSELB' for base_url
-        # 'app-au.signavio.com' and 'app-us.signavio.com'
-        lb_route_ID = login_request.cookies["LBROUTEID"]
-
-        # return credentials
-        return {
-            "jsesssion_ID": jsesssion_ID,
-            "lb_route_ID": lb_route_ID,
-            "auth_token": auth_token,
-        }
diff --git a/explainer/explainer_regex.py b/explainer/explainer_regex.py
index a7100e1..362d69d 100644
--- a/explainer/explainer_regex.py
+++ b/explainer/explainer_regex.py
@@ -1,7 +1,7 @@
 import math
 import re
 from itertools import combinations, product, chain
-from explainer_util import (
+from explainer.explainer_util import (
     Trace,
     get_sublists,
     levenshtein_distance,
diff --git a/explainer/explainer_signal.py b/explainer/explainer_signal.py
index eff8a85..efb4c97 100644
--- a/explainer/explainer_signal.py
+++ b/explainer/explainer_signal.py
@@ -1,10 +1,10 @@
-from explainer_util import *
+from explainer.explainer_util import *
 import re
 import math
-import SignavioAuthenticator
+from tutorial.SignavioAuthenticator import SignavioAuthenticator
 from itertools import combinations, chain
 import requests
-from conf import system_instance, workspace_id, user_name, pw
+from tutorial.conf import system_instance, workspace_id, user_name, pw
 
 KEYWORDS = [
     "ABS",
@@ -163,7 +163,7 @@ def __init__(self):
         self.adherent_trace = None
         self.adherent_traces = []
         self.minimal_solution = False
-        self.authenticator = SignavioAuthenticator.SignavioAuthenticator(
+        self.authenticator = SignavioAuthenticator(
             system_instance, workspace_id, user_name, pw
         )
         self.auth_data = self.authenticator.authenticate()
diff --git a/explainer/tutorial/diagram.json b/explainer/tutorial/diagram.json
deleted file mode 100644
index d3811b0..0000000
--- a/explainer/tutorial/diagram.json
+++ /dev/null
@@ -1 +0,0 @@
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"prozesskategorie": "", "certificationstandards": "", "generalplannedprocessmaturitylev": "", "prozessanalyst": "", "meta-clouddeliveryprocesschanger": [], "dataoutputs": "", "meta-clouddeliveryprocesschangev": [], "meta-usedin": [], "meta-inframework": "", "meta-geltungsbereich": [], "meta-m2detailedprocessdocumentat": [], "isexecutable": "", "expressionlanguage": "http://www.w3.org/1999/XPath", "palevel": "", "prozessinput": "", "exporter": "", "meta-emailadresse": "@vr-finanzdienstleistung.de", "prozessscope": "", "meta-m3annualimprovementtargetsn": "", "meta-m2processcontinuityplan": [], "meta-processparticipant2": "", "meta-processparticipant1": "", "meta-businessunit": "", "meta-verb": "", "meta-maturityassessment": "", "meta-m1knowledgetransfertext": "", "clriskid": "", "m2processvariants": [], "meta-setupguide": "", "topgoalppi2014": "", "meta-bpxtodel": "", "exporterversion": "", "executable": "", "slbespokefla": "", "meta-riskcontrol": "", "meta-scopeitemversion": [], "meta-mcdprocessslasandkpis": "", "meta-vorgangsvorlage": [], "fitfunction": [], "meta-executioncoststotal": "", "meta-processowner": "", "meta-maturityassessmentdetailedv": "", "language": "English", "meta-kundedesoutputs2": [], "meta-clriskid": "N/A", "sflevel": "", "meta-businessdeliverables": "", "meta-clqrqid": "N/A", "meta-m1knowledgetransfertext2": "", "meta-ml": [], "generalactualprocessmaturityleve": "", "meta-m3singletaskingnew": "", "sfsme": "", "slbespokeflag": "No", "meta-clouddeliveryprocesscha": "", "processmanagernew": [], "meta-standardindividual": "", "generalprocessoccurrence": "", "meta-endtoendscenario": "", "externaldocuments": "", "businessunit": "", "signals": "", "meta-m3onlinerealtimeprocessdata": "", "prozessrelevantedokumente": [], "exchange": "", "meta-prozessreifegrad": "", "meta-mcdprocessprimaryresponsibl": "", "meta-tasktutorials": "", "meta-m3processstandardizationnew": "", "prozessoutput": "", "meta-emailadressefg": "@vr-finanzdienstleistung.de", "meta-vertraulichkeit": "Nur f\u00fcr den internen Gebrauch", "isclosed": "", "legalentity": "", "inputsets": "", "m2detailedprocessdocumentation": [], "meta-mynumber": "", "interfaces": "", "m3processvisionlongtermneu": "", "meta-m3continuousimprovementproc": "", "meta-arissapid": "", "outputsets": "", "meta-kpmanager": "", "generalexternalprocessdocumentat": [], "meta-bestpractices": [], "sfmodeller": "", "clqrqid": "", "meta-emailadresseautor": "@vr-finanzdienstleistung.de", "meta-lieferantdesinputs": [], "meta-m2processperformancecockpit": "", "clcontrolid": "", "meta-product": "", "meta-modelingstatus": "Draft", "iso9000ff": "", "typelanguage": "http://www.w3.org/2001/XMLSchema", "processslas": "", "meta-processgoal": "", "meta-mcdlinkofpublishedprocess": "", "businessownernew": [], "processlinks": [], "meta-cycsemanticvalidation": "", "meta-arissaptype": "", "generalprocessstatus": "InProcess", "meta-generalrelateddiagrams": [], "sfregion": "", "meta-generalexternalprocessdocum": 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"meta-vertraulichkeit_it_it": "Nur f\u00fcr den internen Gebrauch", "meta-itsysteme": [], "meta-prozesseigner": "", "creationdate": "", "meta-m3output": "", "targetnamespace": "http://www.signavio.com/bpmn20", "meta-itapplications": [], "meta-generalprocessnumber": "", "meta-kunde": [], "meta-keyprocessflows": "", "author": "", "market": "", "meta-teilprozesseigner": "", "meta-prozesskategorie": "", "meta-overview": "", "meta-flligam": "", "properties2": "", "meta-legalentity2": "", "meta-accessmaturityassessmenther": "https://workflow.signavio.com/sapprocessmapworkspacesimonblattmann/cases/start/610b89d4017af21cafa24b87", "errors": "", "namespaces": "", "meta-efikeywordsandtags": "", "meta-prozesseinordnung": "", "m2processriskquestionaire": [], "m1processonepagerneu": [], "meta-clcontrolid": "N/A", "bapol3responsiblenew": "", "meta-kennzahlen": [], "meta-vertraulichkeit_nl_nl": "Nur f\u00fcr den internen Gebrauch", "meta-businessbenefits": "", "meta-gltigkeitasdauer": "", 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diff --git a/explainer/tutorial/explainer_tutorial_1.ipynb b/tutorial/explainer_tutorial_1.ipynb
similarity index 96%
rename from explainer/tutorial/explainer_tutorial_1.ipynb
rename to tutorial/explainer_tutorial_1.ipynb
index 5fee02d..80b7ea5 100644
--- a/explainer/tutorial/explainer_tutorial_1.ipynb
+++ b/tutorial/explainer_tutorial_1.ipynb
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 1,
    "metadata": {
     "metadata": {}
    },
@@ -28,8 +28,8 @@
    "source": [
     "import sys\n",
     "sys.path.append('../')\n",
-    "from explainer_util import Trace, EventLog\n",
-    "from explainer_regex import ExplainerRegex\n"
+    "from explainer.explainer_util import Trace, EventLog\n",
+    "from explainer.explainer_regex import ExplainerRegex\n"
    ]
   },
   {
@@ -42,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 2,
    "metadata": {
     "metadata": {}
    },
@@ -63,7 +63,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "metadata": {
     "metadata": {}
    },
@@ -93,7 +93,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "metadata": {
     "metadata": {}
    },
@@ -212,7 +212,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 5,
    "metadata": {
     "metadata": {}
    },
@@ -231,15 +231,18 @@
       "--------------------------------\n",
       "5\n",
       "\n",
-      "Addition (Added C at position 5): A->B->A->C->B->C\n",
+      "Addition (Added B at position 1): A->B->B->A->C->B\n",
+      "Subtraction (Removed B from position 5): A->B->B->A->C\n",
       "\n",
       "Example without minimal solution\n",
       "--------------------------------\n",
       "\n",
-      "Addition (Added C at position 1): C->C->B->A\n",
-      "Addition (Added A at position 0): A->C->C->B->A\n",
-      "Addition (Added C at position 4): A->C->C->B->C->A\n",
-      "Subtraction (Removed A from position 5): A->C->C->B->C\n",
+      "Addition (Added B at position 1): C->B->B->A\n",
+      "Addition (Added B at position 1): C->B->B->B->A\n",
+      "Addition (Added A at position 1): C->A->B->B->B->A\n",
+      "Subtraction (Removed C from position 0): A->B->B->B->A\n",
+      "Addition (Added C at position 4): A->B->B->B->C->A\n",
+      "Subtraction (Removed A from position 5): A->B->B->B->C\n",
       "\n",
       "Example with minimal solution\n",
       "--------------------------------\n",
@@ -295,7 +298,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 6,
    "metadata": {
     "metadata": {}
    },
@@ -340,7 +343,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 7,
    "metadata": {
     "metadata": {}
    },
@@ -376,7 +379,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "metadata": {
     "metadata": {}
    },
@@ -416,7 +419,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 9,
    "metadata": {
     "metadata": {}
    },
@@ -451,7 +454,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "metadata": {
     "metadata": {}
    },
@@ -477,7 +480,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "metadata": {
     "metadata": {}
    },
diff --git a/explainer/tutorial/explainer_tutorial_2.ipynb b/tutorial/explainer_tutorial_2.ipynb
similarity index 99%
rename from explainer/tutorial/explainer_tutorial_2.ipynb
rename to tutorial/explainer_tutorial_2.ipynb
index 2d0ef76..94b4e13 100644
--- a/explainer/tutorial/explainer_tutorial_2.ipynb
+++ b/tutorial/explainer_tutorial_2.ipynb
@@ -21,8 +21,8 @@
    "source": [
     "import sys\n",
     "sys.path.append('../')\n",
-    "from explainer_util import Trace\n",
-    "from explainer_signal import ExplainerSignal"
+    "from explainer.explainer_util import Trace\n",
+    "from explainer.explainer_signal import ExplainerSignal"
    ]
   },
   {
@@ -409,7 +409,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 119/119 [00:00<00:00, 2533615.11it/s]"
+      "100%|██████████| 119/119 [00:00<00:00, 2918843.13it/s]"
      ]
     },
     {
diff --git a/tutorial/tutorial.ipynb b/tutorial/tutorial.ipynb
index 7e7d8a1..046e306 100644
--- a/tutorial/tutorial.ipynb
+++ b/tutorial/tutorial.ipynb
@@ -488,7 +488,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,