diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000..105ce2d
--- /dev/null
+++ b/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..f5a93a6
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.10" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..c8397c9
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
new file mode 100644
index 0000000..68be8ea
--- /dev/null
+++ b/.idea/workspace.xml
@@ -0,0 +1,76 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="AutoImportSettings">
+    <option name="autoReloadType" value="SELECTIVE" />
+  </component>
+  <component name="ChangeListManager">
+    <list default="true" id="40d6174e-f930-434f-92f0-26bfa57af58c" name="Changes" comment="">
+      <change beforePath="$PROJECT_DIR$/IUM_2.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/IUM_2.ipynb" afterDir="false" />
+    </list>
+    <option name="SHOW_DIALOG" value="false" />
+    <option name="HIGHLIGHT_CONFLICTS" value="true" />
+    <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" />
+    <option name="LAST_RESOLUTION" value="IGNORE" />
+  </component>
+  <component name="Git.Settings">
+    <option name="RECENT_BRANCH_BY_REPOSITORY">
+      <map>
+        <entry key="$PROJECT_DIR$" value="ium_2" />
+      </map>
+    </option>
+    <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
+  </component>
+  <component name="MarkdownSettingsMigration">
+    <option name="stateVersion" value="1" />
+  </component>
+  <component name="ProjectId" id="2dpEjKsY3xaMmDCHDmrd7pCeSw4" />
+  <component name="ProjectViewState">
+    <option name="hideEmptyMiddlePackages" value="true" />
+    <option name="showLibraryContents" value="true" />
+  </component>
+  <component name="PropertiesComponent">{
+  &quot;keyToString&quot;: {
+    &quot;RunOnceActivity.OpenProjectViewOnStart&quot;: &quot;true&quot;,
+    &quot;RunOnceActivity.ShowReadmeOnStart&quot;: &quot;true&quot;,
+    &quot;WebServerToolWindowFactoryState&quot;: &quot;false&quot;,
+    &quot;last_opened_file_path&quot;: &quot;/home/students/s464914/PycharmProjects/ium_464914&quot;,
+    &quot;node.js.detected.package.eslint&quot;: &quot;true&quot;,
+    &quot;node.js.detected.package.tslint&quot;: &quot;true&quot;,
+    &quot;node.js.selected.package.eslint&quot;: &quot;(autodetect)&quot;,
+    &quot;node.js.selected.package.tslint&quot;: &quot;(autodetect)&quot;,
+    &quot;vue.rearranger.settings.migration&quot;: &quot;true&quot;
+  }
+}</component>
+  <component name="SpellCheckerSettings" RuntimeDictionaries="0" Folders="0" CustomDictionaries="0" DefaultDictionary="application-level" UseSingleDictionary="true" transferred="true" />
+  <component name="TaskManager">
+    <task active="true" id="Default" summary="Default task">
+      <changelist id="40d6174e-f930-434f-92f0-26bfa57af58c" name="Changes" comment="" />
+      <created>1710696754593</created>
+      <option name="number" value="Default" />
+      <option name="presentableId" value="Default" />
+      <updated>1710696754593</updated>
+      <workItem from="1710696756015" duration="548000" />
+      <workItem from="1710940251374" duration="3584000" />
+      <workItem from="1711050477406" duration="616000" />
+      <workItem from="1711457152275" duration="7994000" />
+      <workItem from="1711472959743" duration="2963000" />
+      <workItem from="1713023286972" duration="213000" />
+      <workItem from="1713024301113" duration="305000" />
+    </task>
+    <servers />
+  </component>
+  <component name="TypeScriptGeneratedFilesManager">
+    <option name="version" value="3" />
+  </component>
+  <component name="Vcs.Log.Tabs.Properties">
+    <option name="TAB_STATES">
+      <map>
+        <entry key="MAIN">
+          <value>
+            <State />
+          </value>
+        </entry>
+      </map>
+    </option>
+  </component>
+</project>
\ No newline at end of file
diff --git a/IUM_2.ipynb b/IUM_2.ipynb
index 677bedb..76fb411 100644
--- a/IUM_2.ipynb
+++ b/IUM_2.ipynb
@@ -2,11 +2,152 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {
-    "scrolled": true
+    "scrolled": true,
+    "pycharm": {
+     "is_executing": true
+    },
+    "ExecuteTime": {
+     "end_time": "2024-04-13T16:07:39.757038200Z",
+     "start_time": "2024-04-13T16:07:01.476848900Z"
+    }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: kaggle in \\\\files\\students\\s464914\\.appdata\\python\\python310\\site-packages (1.6.6)\n",
+      "Requirement already satisfied: six>=1.10 in c:\\software\\python3\\lib\\site-packages (from kaggle) (1.16.0)\n",
+      "Requirement already satisfied: certifi in c:\\software\\python3\\lib\\site-packages (from kaggle) (2023.7.22)\n",
+      "Requirement already satisfied: python-dateutil in c:\\software\\python3\\lib\\site-packages (from kaggle) (2.8.2)\n",
+      "Requirement already satisfied: requests in c:\\software\\python3\\lib\\site-packages (from kaggle) (2.31.0)\n",
+      "Requirement already satisfied: tqdm in c:\\software\\python3\\lib\\site-packages (from kaggle) (4.66.1)\n",
+      "Requirement already satisfied: python-slugify in \\\\files\\students\\s464914\\.appdata\\python\\python310\\site-packages (from kaggle) (8.0.4)\n",
+      "Requirement already satisfied: urllib3 in c:\\software\\python3\\lib\\site-packages (from kaggle) (1.26.16)\n",
+      "Requirement already satisfied: bleach in c:\\software\\python3\\lib\\site-packages (from kaggle) (6.0.0)\n",
+      "Requirement already satisfied: webencodings in c:\\software\\python3\\lib\\site-packages (from bleach->kaggle) (0.5.1)\n",
+      "Requirement already satisfied: text-unidecode>=1.3 in \\\\files\\students\\s464914\\.appdata\\python\\python310\\site-packages (from python-slugify->kaggle) (1.3)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\software\\python3\\lib\\site-packages (from requests->kaggle) (3.2.0)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in c:\\software\\python3\\lib\\site-packages (from requests->kaggle) (3.4)\n",
+      "Requirement already satisfied: colorama in c:\\software\\python3\\lib\\site-packages (from tqdm->kaggle) (0.4.6)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "[notice] A new release of pip is available: 23.0.1 -> 24.0\n",
+      "[notice] To update, run: python3.exe -m pip install --upgrade pip\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: pandas in c:\\software\\python3\\lib\\site-packages (2.0.3)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\software\\python3\\lib\\site-packages (from pandas) (2.8.2)\n",
+      "Requirement already satisfied: pytz>=2020.1 in c:\\software\\python3\\lib\\site-packages (from pandas) (2023.3)\n",
+      "Requirement already satisfied: tzdata>=2022.1 in c:\\software\\python3\\lib\\site-packages (from pandas) (2023.3)\n",
+      "Requirement already satisfied: numpy>=1.21.0 in c:\\software\\python3\\lib\\site-packages (from pandas) (1.24.3)\n",
+      "Requirement already satisfied: six>=1.5 in c:\\software\\python3\\lib\\site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "[notice] A new release of pip is available: 23.0.1 -> 24.0\n",
+      "[notice] To update, run: python3.exe -m pip install --upgrade pip\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: scikit-learn in c:\\software\\python3\\lib\\site-packages (1.3.0)\n",
+      "Requirement already satisfied: numpy>=1.17.3 in c:\\software\\python3\\lib\\site-packages (from scikit-learn) (1.24.3)\n",
+      "Requirement already satisfied: scipy>=1.5.0 in c:\\software\\python3\\lib\\site-packages (from scikit-learn) (1.11.2)\n",
+      "Requirement already satisfied: joblib>=1.1.1 in c:\\software\\python3\\lib\\site-packages (from scikit-learn) (1.3.2)\n",
+      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\software\\python3\\lib\\site-packages (from scikit-learn) (3.2.0)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "[notice] A new release of pip is available: 23.0.1 -> 24.0\n",
+      "[notice] To update, run: python3.exe -m pip install --upgrade pip\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: matplotlib in c:\\software\\python3\\lib\\site-packages (3.7.2)\n",
+      "Requirement already satisfied: contourpy>=1.0.1 in c:\\software\\python3\\lib\\site-packages (from matplotlib) (1.1.0)\n",
+      "Requirement already satisfied: cycler>=0.10 in c:\\software\\python3\\lib\\site-packages (from matplotlib) (0.11.0)\n",
+      "Requirement already satisfied: fonttools>=4.22.0 in c:\\software\\python3\\lib\\site-packages (from matplotlib) (4.42.0)\n",
+      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\software\\python3\\lib\\site-packages (from matplotlib) (1.4.4)\n",
+      "Requirement already satisfied: numpy>=1.20 in c:\\software\\python3\\lib\\site-packages (from matplotlib) (1.24.3)\n",
+      "Requirement already satisfied: packaging>=20.0 in c:\\software\\python3\\lib\\site-packages (from matplotlib) (23.1)\n",
+      "Requirement already satisfied: pillow>=6.2.0 in c:\\software\\python3\\lib\\site-packages (from matplotlib) (10.0.0)\n",
+      "Requirement already satisfied: pyparsing<3.1,>=2.3.1 in c:\\software\\python3\\lib\\site-packages (from matplotlib) (3.0.9)\n",
+      "Requirement already satisfied: python-dateutil>=2.7 in c:\\software\\python3\\lib\\site-packages (from matplotlib) (2.8.2)\n",
+      "Requirement already satisfied: six>=1.5 in c:\\software\\python3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "[notice] A new release of pip is available: 23.0.1 -> 24.0\n",
+      "[notice] To update, run: python3.exe -m pip install --upgrade pip\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: geopandas in \\\\files\\students\\s464914\\.appdata\\python\\python310\\site-packages (0.14.3)\n",
+      "Requirement already satisfied: fiona>=1.8.21 in \\\\files\\students\\s464914\\.appdata\\python\\python310\\site-packages (from geopandas) (1.9.6)\n",
+      "Requirement already satisfied: packaging in c:\\software\\python3\\lib\\site-packages (from geopandas) (23.1)\n",
+      "Requirement already satisfied: pandas>=1.4.0 in c:\\software\\python3\\lib\\site-packages (from geopandas) (2.0.3)\n",
+      "Requirement already satisfied: pyproj>=3.3.0 in \\\\files\\students\\s464914\\.appdata\\python\\python310\\site-packages (from geopandas) (3.6.1)\n",
+      "Requirement already satisfied: shapely>=1.8.0 in \\\\files\\students\\s464914\\.appdata\\python\\python310\\site-packages (from geopandas) (2.0.3)\n",
+      "Requirement already satisfied: attrs>=19.2.0 in c:\\software\\python3\\lib\\site-packages (from fiona>=1.8.21->geopandas) (23.1.0)\n",
+      "Requirement already satisfied: certifi in c:\\software\\python3\\lib\\site-packages (from fiona>=1.8.21->geopandas) (2023.7.22)\n",
+      "Requirement already satisfied: click~=8.0 in c:\\software\\python3\\lib\\site-packages (from fiona>=1.8.21->geopandas) (8.1.7)\n",
+      "Requirement already satisfied: click-plugins>=1.0 in \\\\files\\students\\s464914\\.appdata\\python\\python310\\site-packages (from fiona>=1.8.21->geopandas) (1.1.1)\n",
+      "Requirement already satisfied: cligj>=0.5 in \\\\files\\students\\s464914\\.appdata\\python\\python310\\site-packages (from fiona>=1.8.21->geopandas) (0.7.2)\n",
+      "Requirement already satisfied: six in c:\\software\\python3\\lib\\site-packages (from fiona>=1.8.21->geopandas) (1.16.0)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\software\\python3\\lib\\site-packages (from pandas>=1.4.0->geopandas) (2.8.2)\n",
+      "Requirement already satisfied: pytz>=2020.1 in c:\\software\\python3\\lib\\site-packages (from pandas>=1.4.0->geopandas) (2023.3)\n",
+      "Requirement already satisfied: tzdata>=2022.1 in c:\\software\\python3\\lib\\site-packages (from pandas>=1.4.0->geopandas) (2023.3)\n",
+      "Requirement already satisfied: numpy>=1.21.0 in c:\\software\\python3\\lib\\site-packages (from pandas>=1.4.0->geopandas) (1.24.3)\n",
+      "Requirement already satisfied: colorama in c:\\software\\python3\\lib\\site-packages (from click~=8.0->fiona>=1.8.21->geopandas) (0.4.6)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "[notice] A new release of pip is available: 23.0.1 -> 24.0\n",
+      "[notice] To update, run: python3.exe -m pip install --upgrade pip\n"
+     ]
+    }
+   ],
    "source": [
     "%pip install --user kaggle \n",
     "%pip install --user pandas\n",
@@ -32,25 +173,64 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 4,
+   "metadata": {
+    "pycharm": {
+     "is_executing": true
+    },
+    "ExecuteTime": {
+     "end_time": "2024-04-13T16:11:03.249257400Z",
+     "start_time": "2024-04-13T16:10:58.745694100Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading forest-cover-type-dataset.zip to J:\\PycharmProjects\\ium_464914\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "  0%|          | 0.00/11.2M [00:00<?, ?B/s]\n",
+      "  9%|8         | 1.00M/11.2M [00:00<00:06, 1.56MB/s]\n",
+      " 18%|#7        | 2.00M/11.2M [00:00<00:03, 3.10MB/s]\n",
+      " 36%|###5      | 4.00M/11.2M [00:00<00:01, 6.25MB/s]\n",
+      " 54%|#####3    | 6.00M/11.2M [00:01<00:00, 9.19MB/s]\n",
+      " 81%|########  | 9.00M/11.2M [00:01<00:00, 13.0MB/s]\n",
+      "100%|##########| 11.2M/11.2M [00:01<00:00, 9.30MB/s]\n"
+     ]
+    }
+   ],
    "source": [
     "!kaggle datasets download -d uciml/forest-cover-type-dataset"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2024-03-17T17:38:23.310983800Z",
-     "start_time": "2024-03-17T17:38:22.919245800Z"
+     "end_time": "2024-04-13T16:11:41.214712500Z",
+     "start_time": "2024-04-13T16:11:37.462860300Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Archive:  forest-cover-type-dataset.zip\n",
+      "  inflating: covtype.csv             \n"
+     ]
+    }
+   ],
    "source": [
-    "!unzip -o meteorite-landings.zip -d data"
+    "!unzip -o forest-cover-type-dataset.zip "
    ]
   },
   {
diff --git a/forest-cover-type-dataset.zip b/forest-cover-type-dataset.zip
new file mode 100644
index 0000000..f4fb708
Binary files /dev/null and b/forest-cover-type-dataset.zip differ