ium_464914/IUM_2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%pip install --user kaggle \n",
    "%pip install --user pandas\n",
    "%pip install --user scikit-learn\n",
    "%pip install --user matplotlib\n",
    "%pip install --user geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:38:40.019389600Z",
     "start_time": "2024-03-17T17:38:36.535384600Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!kaggle datasets download -d nasa/meteorite-landings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:38:23.310983800Z",
     "start_time": "2024-03-17T17:38:22.919245800Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  meteorite-landings.zip\n",
      "  inflating: data/meteorite-landings.csv  \n"
     ]
    }
   ],
   "source": [
    "!unzip -o meteorite-landings.zip -d data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4>Czyszczenie zbioru</h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:38:46.756471100Z",
     "start_time": "2024-03-17T17:38:46.335674200Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                  name   id nametype     recclass      mass  fall    year  \\\n0               Aachen    1    Valid           L5      21.0  Fell  1880.0   \n1               Aarhus    2    Valid           H6     720.0  Fell  1951.0   \n2                 Abee    6    Valid          EH4  107000.0  Fell  1952.0   \n3             Acapulco   10    Valid  Acapulcoite    1914.0  Fell  1976.0   \n4              Achiras  370    Valid           L6     780.0  Fell  1902.0   \n5             Adhi Kot  379    Valid          EH4    4239.0  Fell  1919.0   \n6  Adzhi-Bogdo (stone)  390    Valid        LL3-6     910.0  Fell  1949.0   \n7                 Agen  392    Valid           H5   30000.0  Fell  1814.0   \n8               Aguada  398    Valid           L6    1620.0  Fell  1930.0   \n9        Aguila Blanca  417    Valid            L    1440.0  Fell  1920.0   \n\n     reclat    reclong               GeoLocation  \n0  50.77500    6.08333     (50.775000, 6.083330)  \n1  56.18333   10.23333    (56.183330, 10.233330)  \n2  54.21667 -113.00000  (54.216670, -113.000000)  \n3  16.88333  -99.90000   (16.883330, -99.900000)  \n4 -33.16667  -64.95000  (-33.166670, -64.950000)  \n5  32.10000   71.80000    (32.100000, 71.800000)  \n6  44.83333   95.16667    (44.833330, 95.166670)  \n7  44.21667    0.61667     (44.216670, 0.616670)  \n8 -31.60000  -65.23333  (-31.600000, -65.233330)  \n9 -30.86667  -64.55000  (-30.866670, -64.550000)  ",
      "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>name</th>\n      <th>id</th>\n      <th>nametype</th>\n      <th>recclass</th>\n      <th>mass</th>\n      <th>fall</th>\n      <th>year</th>\n      <th>reclat</th>\n      <th>reclong</th>\n      <th>GeoLocation</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Aachen</td>\n      <td>1</td>\n      <td>Valid</td>\n      <td>L5</td>\n      <td>21.0</td>\n      <td>Fell</td>\n      <td>1880.0</td>\n      <td>50.77500</td>\n      <td>6.08333</td>\n      <td>(50.775000, 6.083330)</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Aarhus</td>\n      <td>2</td>\n      <td>Valid</td>\n      <td>H6</td>\n      <td>720.0</td>\n      <td>Fell</td>\n      <td>1951.0</td>\n      <td>56.18333</td>\n      <td>10.23333</td>\n      <td>(56.183330, 10.233330)</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Abee</td>\n      <td>6</td>\n      <td>Valid</td>\n      <td>EH4</td>\n      <td>107000.0</td>\n      <td>Fell</td>\n      <td>1952.0</td>\n      <td>54.21667</td>\n      <td>-113.00000</td>\n      <td>(54.216670, -113.000000)</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Acapulco</td>\n      <td>10</td>\n      <td>Valid</td>\n      <td>Acapulcoite</td>\n      <td>1914.0</td>\n      <td>Fell</td>\n      <td>1976.0</td>\n      <td>16.88333</td>\n      <td>-99.90000</td>\n      <td>(16.883330, -99.900000)</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Achiras</td>\n      <td>370</td>\n      <td>Valid</td>\n      <td>L6</td>\n      <td>780.0</td>\n      <td>Fell</td>\n      <td>1902.0</td>\n      <td>-33.16667</td>\n      <td>-64.95000</td>\n      <td>(-33.166670, -64.950000)</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Adhi Kot</td>\n      <td>379</td>\n      <td>Valid</td>\n      <td>EH4</td>\n      <td>4239.0</td>\n      <td>Fell</td>\n      <td>1919.0</td>\n      <td>32.10000</td>\n      <td>71.80000</td>\n      <td>(32.100000, 71.800000)</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Adzhi-Bogdo (stone)</td>\n      <td>390</td>\n      <td>Valid</td>\n      <td>LL3-6</td>\n      <td>910.0</td>\n      <td>Fell</td>\n      <td>1949.0</td>\n      <td>44.83333</td>\n      <td>95.16667</td>\n      <td>(44.833330, 95.166670)</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Agen</td>\n      <td>392</td>\n      <td>Valid</td>\n      <td>H5</td>\n      <td>30000.0</td>\n      <td>Fell</td>\n      <td>1814.0</td>\n      <td>44.21667</td>\n      <td>0.61667</td>\n      <td>(44.216670, 0.616670)</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Aguada</td>\n      <td>398</td>\n      <td>Valid</td>\n      <td>L6</td>\n      <td>1620.0</td>\n      <td>Fell</td>\n      <td>1930.0</td>\n      <td>-31.60000</td>\n      <td>-65.23333</td>\n      <td>(-31.600000, -65.233330)</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Aguila Blanca</td>\n      <td>417</td>\n      <td>Valid</td>\n      <td>L</td>\n      <td>1440.0</td>\n      <td>Fell</td>\n      <td>1920.0</td>\n      <td>-30.86667</td>\n      <td>-64.55000</td>\n      <td>(-30.866670, -64.550000)</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"data/meteorite-landings.csv\")\n",
    "data.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podział na podzbiory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:38:53.929532900Z",
     "start_time": "2024-03-17T17:38:51.607851900Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "meteorite_train, meteorite_test = train_test_split(data, test_size=0.2, random_state=1)\n",
    "meteorite_train, meteorite_val = train_test_split(meteorite_train, test_size=0.25, random_state=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4>Statystyki</h4>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wielkości zbiorów"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:38:58.202546800Z",
     "start_time": "2024-03-17T17:38:58.143643600Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "wielkość zbioru: (45716, 10)\n",
      "wielkość zbioru treningowego: (27429, 10)\n",
      "wielkość zbioru testującego: (9144, 10)\n",
      "wielkość zbioru walidacyjnego: (9143, 10)\n"
     ]
    }
   ],
   "source": [
    "print(f'wielkość zbioru: {data.shape}')\n",
    "print(f'wielkość zbioru treningowego: {meteorite_train.shape}')\n",
    "print(f'wielkość zbioru testującego: {meteorite_test.shape}')\n",
    "print(f'wielkość zbioru walidacyjnego: {meteorite_val.shape}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:39:01.338802400Z",
     "start_time": "2024-03-17T17:39:01.252677700Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 45716 entries, 0 to 45715\n",
      "Data columns (total 10 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   name         45716 non-null  object \n",
      " 1   id           45716 non-null  int64  \n",
      " 2   nametype     45716 non-null  object \n",
      " 3   recclass     45716 non-null  object \n",
      " 4   mass         45585 non-null  float64\n",
      " 5   fall         45716 non-null  object \n",
      " 6   year         45428 non-null  float64\n",
      " 7   reclat       38401 non-null  float64\n",
      " 8   reclong      38401 non-null  float64\n",
      " 9   GeoLocation  38401 non-null  object \n",
      "dtypes: float64(4), int64(1), object(5)\n",
      "memory usage: 3.5+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Masa meteorytu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:39:04.561664800Z",
     "start_time": "2024-03-17T17:39:04.530325200Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Średnia masa: 13278.078548601516\n",
      "Maksymalna masa: 60000000.0\n",
      "Minimalna masa: 0.0\n"
     ]
    }
   ],
   "source": [
    "print(f'Średnia masa: {data[\"mass\"].mean()}')\n",
    "print(f'Maksymalna masa: {data[\"mass\"].max()}')\n",
    "print(f'Minimalna masa: {data[\"mass\"].min()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:39:08.291844400Z",
     "start_time": "2024-03-17T17:39:06.361242500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(data[\"mass\"], color= \"tan\", log= True, edgecolor=\"black\")\n",
    "plt.title('Distribution of Meteorite Masses')\n",
    "plt.xlabel('Mass')\n",
    "plt.ylabel('Frequency')\n",
    "plt.legend\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:39:12.159343600Z",
     "start_time": "2024-03-17T17:39:12.063242700Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                      name     id nametype     recclass  mass   fall    year  \\\n12627                 Gove  52859   Relict  Relict iron   0.0  Found  1979.0   \n25551  Miller Range 090478  55953    Valid          CO3   0.0  Found  2009.0   \n31060       Österplana 048  56147   Relict    Relict OC   0.0  Found  2004.0   \n31061       Österplana 049  56148   Relict    Relict OC   0.0  Found  2012.0   \n31062       Österplana 050  56149   Relict    Relict OC   0.0  Found  2003.0   \n31063       Österplana 051  56150   Relict    Relict OC   0.0  Found  2006.0   \n31064       Österplana 052  56151   Relict    Relict OC   0.0  Found  2006.0   \n31065       Österplana 053  56152   Relict    Relict OC   0.0  Found  2002.0   \n31066       Österplana 054  56153   Relict    Relict OC   0.0  Found  2005.0   \n31067       Österplana 055  56154   Relict    Relict OC   0.0  Found  2008.0   \n31068       Österplana 056  56155   Relict    Relict OC   0.0  Found  2008.0   \n31069       Österplana 057  56156   Relict    Relict OC   0.0  Found  2009.0   \n31070       Österplana 058  56157   Relict    Relict OC   0.0  Found  2009.0   \n31071       Österplana 059  56158   Relict    Relict OC   0.0  Found  2009.0   \n31072       Österplana 060  56159   Relict    Relict OC   0.0  Found  2009.0   \n31073       Österplana 061  56160   Relict    Relict OC   0.0  Found  2009.0   \n31074       Österplana 062  56161   Relict    Relict OC   0.0  Found  2010.0   \n31075       Österplana 063  56162   Relict    Relict OC   0.0  Found  2010.0   \n31076       Österplana 064  56163   Relict    Relict OC   0.0  Found  2011.0   \n\n         reclat    reclong               GeoLocation  \n12627 -12.26333  136.83833  (-12.263330, 136.838330)  \n25551   0.00000    0.00000      (0.000000, 0.000000)  \n31060  58.58333   13.43333    (58.583330, 13.433330)  \n31061  58.58333   13.43333    (58.583330, 13.433330)  \n31062  58.58333   13.43333    (58.583330, 13.433330)  \n31063  58.58333   13.43333    (58.583330, 13.433330)  \n31064  58.58333   13.43333    (58.583330, 13.433330)  \n31065  58.58333   13.43333    (58.583330, 13.433330)  \n31066  58.58333   13.43333    (58.583330, 13.433330)  \n31067  58.58333   13.43333    (58.583330, 13.433330)  \n31068  58.58333   13.43333    (58.583330, 13.433330)  \n31069  58.58333   13.43333    (58.583330, 13.433330)  \n31070  58.58333   13.43333    (58.583330, 13.433330)  \n31071  58.58333   13.43333    (58.583330, 13.433330)  \n31072  58.58333   13.43333    (58.583330, 13.433330)  \n31073  58.58333   13.43333    (58.583330, 13.433330)  \n31074  58.58333   13.43333    (58.583330, 13.433330)  \n31075  58.58333   13.43333    (58.583330, 13.433330)  \n31076  58.58333   13.43333    (58.583330, 13.433330)  ",
      "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>name</th>\n      <th>id</th>\n      <th>nametype</th>\n      <th>recclass</th>\n      <th>mass</th>\n      <th>fall</th>\n      <th>year</th>\n      <th>reclat</th>\n      <th>reclong</th>\n      <th>GeoLocation</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>12627</th>\n      <td>Gove</td>\n      <td>52859</td>\n      <td>Relict</td>\n      <td>Relict iron</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>1979.0</td>\n      <td>-12.26333</td>\n      <td>136.83833</td>\n      <td>(-12.263330, 136.838330)</td>\n    </tr>\n    <tr>\n      <th>25551</th>\n      <td>Miller Range 090478</td>\n      <td>55953</td>\n      <td>Valid</td>\n      <td>CO3</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2009.0</td>\n      <td>0.00000</td>\n      <td>0.00000</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n    <tr>\n      <th>31060</th>\n      <td>Österplana 048</td>\n      <td>56147</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2004.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31061</th>\n      <td>Österplana 049</td>\n      <td>56148</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2012.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31062</th>\n      <td>Österplana 050</td>\n      <td>56149</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2003.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31063</th>\n      <td>Österplana 051</td>\n      <td>56150</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2006.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31064</th>\n      <td>Österplana 052</td>\n      <td>56151</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2006.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31065</th>\n      <td>Österplana 053</td>\n      <td>56152</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2002.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31066</th>\n      <td>Österplana 054</td>\n      <td>56153</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2005.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31067</th>\n      <td>Österplana 055</td>\n      <td>56154</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2008.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31068</th>\n      <td>Österplana 056</td>\n      <td>56155</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2008.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31069</th>\n      <td>Österplana 057</td>\n      <td>56156</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2009.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31070</th>\n      <td>Österplana 058</td>\n      <td>56157</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2009.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31071</th>\n      <td>Österplana 059</td>\n      <td>56158</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2009.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31072</th>\n      <td>Österplana 060</td>\n      <td>56159</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2009.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31073</th>\n      <td>Österplana 061</td>\n      <td>56160</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2009.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31074</th>\n      <td>Österplana 062</td>\n      <td>56161</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2010.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31075</th>\n      <td>Österplana 063</td>\n      <td>56162</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2010.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31076</th>\n      <td>Österplana 064</td>\n      <td>56163</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>0.0</td>\n      <td>Found</td>\n      <td>2011.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[data['mass'] == 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wygląda na to, że odnaleziono dużo meteorytów z masą równą 0 w tym samym miejscu. <br>\n",
    "Po researchu, okazało się, że to nie są niepoprawne wartości. W Szwecji, znaleziono skamieniałe meteoryty, które są bardzo stare (setki miliony lat), przez co nie ma możliwości obliczenia ich masy. \n",
    "Źródła:\n",
    "- https://en.wikipedia.org/wiki/Österplana_065"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4>Fall</h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:39:16.978125900Z",
     "start_time": "2024-03-17T17:39:16.919959800Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "fall\nFound    44609\nFell      1107\nName: count, dtype: int64"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"fall\"].value_counts() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:39:19.777355700Z",
     "start_time": "2024-03-17T17:39:19.570152100Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "plt.bar([\"Fell\",\"Found\"], data[\"fall\"].value_counts(), color=[\"lightblue\", \"lightgreen\"], edgecolor= [\"darkblue\", \"darkgreen\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4>Klasa meteorytu</h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:39:22.685477700Z",
     "start_time": "2024-03-17T17:39:22.622081100Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Liczba klas meteorytow: 466\n",
      "10 najpopularniejszych klas:\n"
     ]
    },
    {
     "data": {
      "text/plain": "recclass\nL6      8285\nH5      7142\nL5      4796\nH6      4528\nH4      4211\nLL5     2766\nLL6     2043\nL4      1253\nH4/5     428\nCM2      416\nName: count, dtype: int64"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class_count = data['recclass'].nunique()\n",
    "print(f'Liczba klas meteorytow: {class_count}')\n",
    "top_10 = data['recclass'].value_counts().head(10)\n",
    "print(\"10 najpopularniejszych klas:\")\n",
    "top_10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4>Lokalizacja</h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:01.551564400Z",
     "start_time": "2024-03-17T17:40:53.770275Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "j:\\.AppData\\Python\\Python310\\site-packages\\pyproj\\crs\\crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "C:\\Users\\s464914\\AppData\\Local\\temp\\ipykernel_5176\\2086382282.py:8: FutureWarning: The geopandas.dataset module is deprecated and will be removed in GeoPandas 1.0. You can get the original 'naturalearth_lowres' data from https://www.naturalearthdata.com/downloads/110m-cultural-vectors/.\n",
      "  world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Axes: >"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 2000x1000 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "from shapely.geometry import Point\n",
    "\n",
    "loc_crs = {'init': 'epsg:4326'}\n",
    "loc_geom = [Point(xy) for xy in zip(data['reclong'], data['reclat'])]\n",
    "geo_df = gpd.GeoDataFrame(data, crs=loc_crs, geometry=loc_geom)\n",
    "\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "geo_df.plot(ax=world.plot(figsize=(20, 10)), marker='x', color='red', markersize=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4>Normalizacja danych</h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:01.812906Z",
     "start_time": "2024-03-17T17:41:01.555020700Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "0       -0.023056\n1       -0.021841\n2        0.163000\n3       -0.019764\n4       -0.021736\n           ...   \n45711   -0.022794\n45712   -0.023013\n45713   -0.023087\n45714   -0.019324\n45715   -0.022745\nName: mass, Length: 45716, dtype: float64"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "scaler = StandardScaler()\n",
    "\n",
    "meteorite_train['mass'] = scaler.fit_transform(meteorite_train[['mass']])\n",
    "meteorite_test['mass'] = scaler.fit_transform(meteorite_test[['mass']])\n",
    "meteorite_val['mass'] = scaler.fit_transform(meteorite_val[['mass']])\n",
    "\n",
    "data['mass'] = scaler.fit_transform(data[['mass']])\n",
    "\n",
    "data['mass']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4>Czyszczenie zbioru</h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:04.621115800Z",
     "start_time": "2024-03-17T17:41:04.556475900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "name           45716\nid             45716\nnametype           2\nrecclass         466\nmass           12576\nfall               2\nyear             268\nreclat         12738\nreclong        14640\nGeoLocation    17100\ndtype: int64"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:06.233555600Z",
     "start_time": "2024-03-17T17:41:06.126893600Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "name              0\nid                0\nnametype          0\nrecclass          0\nmass            131\nfall              0\nyear            288\nreclat         7315\nreclong        7315\nGeoLocation    7315\ndtype: int64"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Według dokumentacji: \n",
    "<br>\n",
    "reclant - szerokość geograficzna\n",
    "<br>\n",
    "reclong - długość geograficzna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:15.570920100Z",
     "start_time": "2024-03-17T17:41:15.505376100Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "(7315, 10)"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered_data = data.loc[data['reclat'].isnull() & data['reclong'].isnull() & data['GeoLocation'].isnull()]\n",
    "filtered_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wnioski:\n",
    "Miejsca, w których brakuje zarówno szerokości geograficznej, jak i długości geograficznej, zazwyczaj nie posiadają również informacji o całej geolokacji. Z uwagi na powiązanie tych trzech parametrów, zamiast próbować uzupełniać brakujące dane, wiersze zawierające braki w tych trzech obszarach zostaną usunięte."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:18.557403200Z",
     "start_time": "2024-03-17T17:41:18.449579400Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "name             0\nid               0\nnametype         0\nrecclass         0\nmass           119\nfall             0\nyear           175\nreclat           0\nreclong          0\nGeoLocation      0\ndtype: int64"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.dropna(subset=['reclat'])\n",
    "meteorite_train = meteorite_train.dropna(subset=['reclat'])\n",
    "meteorite_test = meteorite_test.dropna(subset=['reclat'])\n",
    "meteorite_val = meteorite_val.dropna(subset=['reclat'])\n",
    "\n",
    "data.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Według dokumentacji:\n",
    "- a few entries here contain date information that was incorrectly parsed into the NASA database. As a spot check: any date that is before 860 CE or after 2016 are incorrect; these should actually be BCE years. There may be other errors and we are looking for a way to identify them.\n",
    "- a few entries have latitude and longitude of 0N/0E (off the western coast of Africa, where it would be quite difficult to recover meteorites). Many of these were actually discovered in Antarctica, but exact coordinates were not given. 0N/0E locations should probably be treated as NA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:21.026944200Z",
     "start_time": "2024-03-17T17:41:20.935502400Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                        name     id nametype           recclass      mass  \\\n16356                 Havana  11857    Valid  Iron, IAB complex       NaN   \n30679  Northwest Africa 7701  57150    Valid                CK6 -0.022997   \n38188                     Ur  24125    Valid               Iron       NaN   \n38301        Wietrzno-Bobrka  24259    Valid               Iron -0.022439   \n\n        fall    year    reclat   reclong              GeoLocation  \n16356  Found   301.0  40.33333 -90.05000  (40.333330, -90.050000)  \n30679  Found  2101.0   0.00000   0.00000     (0.000000, 0.000000)  \n38188  Found  2501.0  30.90000  46.01667   (30.900000, 46.016670)  \n38301  Found   601.0  49.41667  21.70000   (49.416670, 21.700000)  ",
      "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>name</th>\n      <th>id</th>\n      <th>nametype</th>\n      <th>recclass</th>\n      <th>mass</th>\n      <th>fall</th>\n      <th>year</th>\n      <th>reclat</th>\n      <th>reclong</th>\n      <th>GeoLocation</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>16356</th>\n      <td>Havana</td>\n      <td>11857</td>\n      <td>Valid</td>\n      <td>Iron, IAB complex</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>301.0</td>\n      <td>40.33333</td>\n      <td>-90.05000</td>\n      <td>(40.333330, -90.050000)</td>\n    </tr>\n    <tr>\n      <th>30679</th>\n      <td>Northwest Africa 7701</td>\n      <td>57150</td>\n      <td>Valid</td>\n      <td>CK6</td>\n      <td>-0.022997</td>\n      <td>Found</td>\n      <td>2101.0</td>\n      <td>0.00000</td>\n      <td>0.00000</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n    <tr>\n      <th>38188</th>\n      <td>Ur</td>\n      <td>24125</td>\n      <td>Valid</td>\n      <td>Iron</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2501.0</td>\n      <td>30.90000</td>\n      <td>46.01667</td>\n      <td>(30.900000, 46.016670)</td>\n    </tr>\n    <tr>\n      <th>38301</th>\n      <td>Wietrzno-Bobrka</td>\n      <td>24259</td>\n      <td>Valid</td>\n      <td>Iron</td>\n      <td>-0.022439</td>\n      <td>Found</td>\n      <td>601.0</td>\n      <td>49.41667</td>\n      <td>21.70000</td>\n      <td>(49.416670, 21.700000)</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[(data['year'] > 2016) | (data['year'] < 860)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:21.974610100Z",
     "start_time": "2024-03-17T17:41:21.857117900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                        name     id nametype   recclass      mass   fall  \\\n37     Northwest Africa 5815  50693    Valid         L5 -0.022646  Found   \n596              Mason Gully  53653    Valid         H5 -0.023050   Fell   \n1648       Allan Hills 09004  52119    Valid  Howardite -0.022707  Found   \n1649       Allan Hills 09005  55797    Valid         L5 -0.022880  Found   \n1650       Allan Hills 09006  55798    Valid         H5 -0.022912  Found   \n...                      ...    ...      ...        ...       ...    ...   \n45655          Yamato 984144  40764    Valid         H6 -0.023028  Found   \n45656          Yamato 984145  40765    Valid         L6 -0.022998  Found   \n45657          Yamato 984146  40766    Valid         H3 -0.023059  Found   \n45658          Yamato 984147  40767    Valid        LL6 -0.022886  Found   \n45659          Yamato 984148  40768    Valid         L5 -0.023085  Found   \n\n         year  reclat  reclong           GeoLocation  \n37        NaN     0.0      0.0  (0.000000, 0.000000)  \n596    2010.0     0.0      0.0  (0.000000, 0.000000)  \n1648   2009.0     0.0      0.0  (0.000000, 0.000000)  \n1649   2009.0     0.0      0.0  (0.000000, 0.000000)  \n1650   2009.0     0.0      0.0  (0.000000, 0.000000)  \n...       ...     ...      ...                   ...  \n45655  1998.0     0.0      0.0  (0.000000, 0.000000)  \n45656  1998.0     0.0      0.0  (0.000000, 0.000000)  \n45657  1998.0     0.0      0.0  (0.000000, 0.000000)  \n45658  1998.0     0.0      0.0  (0.000000, 0.000000)  \n45659  1998.0     0.0      0.0  (0.000000, 0.000000)  \n\n[6214 rows x 10 columns]",
      "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>name</th>\n      <th>id</th>\n      <th>nametype</th>\n      <th>recclass</th>\n      <th>mass</th>\n      <th>fall</th>\n      <th>year</th>\n      <th>reclat</th>\n      <th>reclong</th>\n      <th>GeoLocation</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>37</th>\n      <td>Northwest Africa 5815</td>\n      <td>50693</td>\n      <td>Valid</td>\n      <td>L5</td>\n      <td>-0.022646</td>\n      <td>Found</td>\n      <td>NaN</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n    <tr>\n      <th>596</th>\n      <td>Mason Gully</td>\n      <td>53653</td>\n      <td>Valid</td>\n      <td>H5</td>\n      <td>-0.023050</td>\n      <td>Fell</td>\n      <td>2010.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n    <tr>\n      <th>1648</th>\n      <td>Allan Hills 09004</td>\n      <td>52119</td>\n      <td>Valid</td>\n      <td>Howardite</td>\n      <td>-0.022707</td>\n      <td>Found</td>\n      <td>2009.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n    <tr>\n      <th>1649</th>\n      <td>Allan Hills 09005</td>\n      <td>55797</td>\n      <td>Valid</td>\n      <td>L5</td>\n      <td>-0.022880</td>\n      <td>Found</td>\n      <td>2009.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n    <tr>\n      <th>1650</th>\n      <td>Allan Hills 09006</td>\n      <td>55798</td>\n      <td>Valid</td>\n      <td>H5</td>\n      <td>-0.022912</td>\n      <td>Found</td>\n      <td>2009.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>45655</th>\n      <td>Yamato 984144</td>\n      <td>40764</td>\n      <td>Valid</td>\n      <td>H6</td>\n      <td>-0.023028</td>\n      <td>Found</td>\n      <td>1998.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n    <tr>\n      <th>45656</th>\n      <td>Yamato 984145</td>\n      <td>40765</td>\n      <td>Valid</td>\n      <td>L6</td>\n      <td>-0.022998</td>\n      <td>Found</td>\n      <td>1998.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n    <tr>\n      <th>45657</th>\n      <td>Yamato 984146</td>\n      <td>40766</td>\n      <td>Valid</td>\n      <td>H3</td>\n      <td>-0.023059</td>\n      <td>Found</td>\n      <td>1998.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n    <tr>\n      <th>45658</th>\n      <td>Yamato 984147</td>\n      <td>40767</td>\n      <td>Valid</td>\n      <td>LL6</td>\n      <td>-0.022886</td>\n      <td>Found</td>\n      <td>1998.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n    <tr>\n      <th>45659</th>\n      <td>Yamato 984148</td>\n      <td>40768</td>\n      <td>Valid</td>\n      <td>L5</td>\n      <td>-0.023085</td>\n      <td>Found</td>\n      <td>1998.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>(0.000000, 0.000000)</td>\n    </tr>\n  </tbody>\n</table>\n<p>6214 rows × 10 columns</p>\n</div>"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[(data['reclat'] == 0) & (data['reclong'] == 0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:22.852305500Z",
     "start_time": "2024-03-17T17:41:22.794894400Z"
    }
   },
   "outputs": [],
   "source": [
    "incorrect_years_index  = data.loc[(data['year'] > 2016) | (data['year'] < 860)].index\n",
    "incorrect_location_index  = data.loc[(data['reclat'] == 0) & (data['reclong'] == 0)].index\n",
    "\n",
    "incorrect_years_index_train  = meteorite_train.loc[(meteorite_train['year'] > 2016) | (meteorite_train['year'] < 860)].index\n",
    "incorrect_location_index_train  = meteorite_train.loc[(meteorite_train['reclat'] == 0) & (meteorite_train['reclong'] == 0)].index\n",
    "\n",
    "incorrect_years_index_test  = meteorite_test.loc[(meteorite_test['year'] > 2016) | (meteorite_test['year'] < 860)].index\n",
    "incorrect_location_index_test  = meteorite_test.loc[(meteorite_test['reclat'] == 0) & (meteorite_test['reclong'] == 0)].index\n",
    "\n",
    "incorrect_years_index_val  = meteorite_val.loc[(meteorite_val['year'] > 2016) | (meteorite_val['year'] < 860)].index\n",
    "incorrect_location_index_val  = meteorite_val.loc[(meteorite_val['reclat'] == 0) & (meteorite_val['reclong'] == 0)].index\n",
    "\n",
    "data.drop(incorrect_years_index.union(incorrect_location_index), inplace=True)\n",
    "meteorite_test.drop(incorrect_years_index_test.union(incorrect_location_index_test), inplace=True)\n",
    "meteorite_train.drop(incorrect_years_index_train.union(incorrect_location_index_train), inplace=True)\n",
    "meteorite_val.drop(incorrect_years_index_val.union(incorrect_location_index_val), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:24.196341600Z",
     "start_time": "2024-03-17T17:41:24.093136800Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "name             0\nid               0\nnametype         0\nrecclass         0\nmass           117\nfall             0\nyear           147\nreclat           0\nreclong          0\nGeoLocation      0\ndtype: int64"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We wcześniejszych obserwacjach zostało zauważone, że wszystkie meteoryty odnalezione w Szwecji, Österplana mają niską mase przez brak możliwości jej obliczenia. Dlatego wszystkie meteoryty odnalezione w tym miejscu z masą Null zostaną dopisane do tej grupy przypisując im mase 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:27.158515600Z",
     "start_time": "2024-03-17T17:41:27.096263300Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                 name     id nametype   recclass  mass   fall    year  \\\n31014  Österplana 002  44802   Relict  Relict OC   NaN  Found  1993.0   \n31015  Österplana 003  44803   Relict  Relict OC   NaN  Found  1993.0   \n31016  Österplana 004  44804   Relict  Relict OC   NaN  Found  1994.0   \n31017  Österplana 005  44805   Relict  Relict OC   NaN  Found  1990.0   \n31018  Österplana 006  44806   Relict  Relict OC   NaN  Found     NaN   \n31019  Österplana 007  44807   Relict  Relict OC   NaN  Found  1993.0   \n31020  Österplana 008  44808   Relict  Relict OC   NaN  Found  1995.0   \n31021  Österplana 009  44809   Relict  Relict OC   NaN  Found  1996.0   \n31022  Österplana 010  44810   Relict  Relict OC   NaN  Found  1995.0   \n31023  Österplana 011  44811   Relict  Relict OC   NaN  Found  1997.0   \n31024  Österplana 012  44812   Relict  Relict OC   NaN  Found  1996.0   \n31025  Österplana 013  44813   Relict  Relict OC   NaN  Found  1996.0   \n31026  Österplana 014  44814   Relict  Relict OC   NaN  Found  1996.0   \n31027  Österplana 015  44815   Relict  Relict OC   NaN  Found  1996.0   \n31028  Österplana 016  44816   Relict  Relict OC   NaN  Found  1996.0   \n31029  Österplana 017  44817   Relict  Relict OC   NaN  Found  1997.0   \n31030  Österplana 018  44818   Relict  Relict OC   NaN  Found  1996.0   \n31031  Österplana 019  44819   Relict  Relict OC   NaN  Found  1997.0   \n31032  Österplana 020  44820   Relict  Relict OC   NaN  Found  1997.0   \n31033  Österplana 021  44821   Relict  Relict OC   NaN  Found  1997.0   \n31034  Österplana 022  44822   Relict  Relict OC   NaN  Found  1999.0   \n31035  Österplana 023  44823   Relict  Relict OC   NaN  Found  1999.0   \n31036  Österplana 024  44824   Relict  Relict OC   NaN  Found  1999.0   \n31037  Österplana 025  44825   Relict  Relict OC   NaN  Found  2000.0   \n31038  Österplana 026  44826   Relict  Relict OC   NaN  Found  2000.0   \n31039  Österplana 027  44827   Relict  Relict OC   NaN  Found  2000.0   \n31040  Österplana 028  44828   Relict  Relict OC   NaN  Found  2000.0   \n31041  Österplana 029  44829   Relict  Relict OC   NaN  Found  1998.0   \n31042  Österplana 030  44830   Relict  Relict OC   NaN  Found  1994.0   \n31043  Österplana 031  44831   Relict  Relict OC   NaN  Found  1998.0   \n31044  Österplana 032  44832   Relict  Relict OC   NaN  Found  2000.0   \n31045  Österplana 033  44833   Relict  Relict OC   NaN  Found  2000.0   \n31046  Österplana 034  44834   Relict  Relict OC   NaN  Found  1998.0   \n31047  Österplana 035  44835   Relict  Relict OC   NaN  Found  1996.0   \n31048  Österplana 036  44836   Relict  Relict OC   NaN  Found  1996.0   \n31049  Österplana 037  44837   Relict  Relict OC   NaN  Found  1998.0   \n31050  Österplana 038  44838   Relict  Relict OC   NaN  Found  1999.0   \n31051  Österplana 039  44839   Relict  Relict OC   NaN  Found  2000.0   \n31052  Österplana 040  44840   Relict  Relict OC   NaN  Found  2000.0   \n31053  Österplana 041  44841   Relict  Relict OC   NaN  Found  1996.0   \n31054  Österplana 042  44842   Relict  Relict OC   NaN  Found  2000.0   \n31055  Österplana 043  44843   Relict  Relict OC   NaN  Found  2002.0   \n31056  Österplana 044  44844   Relict  Relict OC   NaN  Found  2002.0   \n31057  Österplana 045  44845   Relict  Relict OC   NaN  Found  2002.0   \n31058  Österplana 046  44846   Relict  Relict OC   NaN  Found  2002.0   \n31059  Österplana 047  44847   Relict  Relict OC   NaN  Found  2002.0   \n\n         reclat   reclong             GeoLocation  \n31014  58.58333  13.43333  (58.583330, 13.433330)  \n31015  58.58333  13.43333  (58.583330, 13.433330)  \n31016  58.58333  13.43333  (58.583330, 13.433330)  \n31017  58.58333  13.43333  (58.583330, 13.433330)  \n31018  58.58333  13.43333  (58.583330, 13.433330)  \n31019  58.58333  13.43333  (58.583330, 13.433330)  \n31020  58.58333  13.43333  (58.583330, 13.433330)  \n31021  58.58333  13.43333  (58.583330, 13.433330)  \n31022  58.58333  13.43333  (58.583330, 13.433330)  \n31023  58.58333  13.43333  (58.583330, 13.433330)  \n31024  58.58333  13.43333  (58.583330, 13.433330)  \n31025  58.58333  13.43333  (58.583330, 13.433330)  \n31026  58.58333  13.43333  (58.583330, 13.433330)  \n31027  58.58333  13.43333  (58.583330, 13.433330)  \n31028  58.58333  13.43333  (58.583330, 13.433330)  \n31029  58.58333  13.43333  (58.583330, 13.433330)  \n31030  58.58333  13.43333  (58.583330, 13.433330)  \n31031  58.58333  13.43333  (58.583330, 13.433330)  \n31032  58.58333  13.43333  (58.583330, 13.433330)  \n31033  58.58333  13.43333  (58.583330, 13.433330)  \n31034  58.58333  13.43333  (58.583330, 13.433330)  \n31035  58.58333  13.43333  (58.583330, 13.433330)  \n31036  58.58333  13.43333  (58.583330, 13.433330)  \n31037  58.58333  13.43333  (58.583330, 13.433330)  \n31038  58.58333  13.43333  (58.583330, 13.433330)  \n31039  58.58333  13.43333  (58.583330, 13.433330)  \n31040  58.58333  13.43333  (58.583330, 13.433330)  \n31041  58.58333  13.43333  (58.583330, 13.433330)  \n31042  58.58333  13.43333  (58.583330, 13.433330)  \n31043  58.58333  13.43333  (58.583330, 13.433330)  \n31044  58.58333  13.43333  (58.583330, 13.433330)  \n31045  58.58333  13.43333  (58.583330, 13.433330)  \n31046  58.58333  13.43333  (58.583330, 13.433330)  \n31047  58.58333  13.43333  (58.583330, 13.433330)  \n31048  58.58333  13.43333  (58.583330, 13.433330)  \n31049  58.58333  13.43333  (58.583330, 13.433330)  \n31050  58.58333  13.43333  (58.583330, 13.433330)  \n31051  58.58333  13.43333  (58.583330, 13.433330)  \n31052  58.58333  13.43333  (58.583330, 13.433330)  \n31053  58.58333  13.43333  (58.583330, 13.433330)  \n31054  58.58333  13.43333  (58.583330, 13.433330)  \n31055  58.58333  13.43333  (58.583330, 13.433330)  \n31056  58.58333  13.43333  (58.583330, 13.433330)  \n31057  58.58333  13.43333  (58.583330, 13.433330)  \n31058  58.58333  13.43333  (58.583330, 13.433330)  \n31059  58.58333  13.43333  (58.583330, 13.433330)  ",
      "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>name</th>\n      <th>id</th>\n      <th>nametype</th>\n      <th>recclass</th>\n      <th>mass</th>\n      <th>fall</th>\n      <th>year</th>\n      <th>reclat</th>\n      <th>reclong</th>\n      <th>GeoLocation</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>31014</th>\n      <td>Österplana 002</td>\n      <td>44802</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1993.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31015</th>\n      <td>Österplana 003</td>\n      <td>44803</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1993.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31016</th>\n      <td>Österplana 004</td>\n      <td>44804</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1994.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31017</th>\n      <td>Österplana 005</td>\n      <td>44805</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1990.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31018</th>\n      <td>Österplana 006</td>\n      <td>44806</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>NaN</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31019</th>\n      <td>Österplana 007</td>\n      <td>44807</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1993.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31020</th>\n      <td>Österplana 008</td>\n      <td>44808</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1995.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31021</th>\n      <td>Österplana 009</td>\n      <td>44809</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1996.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31022</th>\n      <td>Österplana 010</td>\n      <td>44810</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1995.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31023</th>\n      <td>Österplana 011</td>\n      <td>44811</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1997.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31024</th>\n      <td>Österplana 012</td>\n      <td>44812</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1996.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31025</th>\n      <td>Österplana 013</td>\n      <td>44813</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1996.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31026</th>\n      <td>Österplana 014</td>\n      <td>44814</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1996.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31027</th>\n      <td>Österplana 015</td>\n      <td>44815</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1996.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31028</th>\n      <td>Österplana 016</td>\n      <td>44816</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1996.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31029</th>\n      <td>Österplana 017</td>\n      <td>44817</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1997.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31030</th>\n      <td>Österplana 018</td>\n      <td>44818</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1996.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31031</th>\n      <td>Österplana 019</td>\n      <td>44819</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1997.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31032</th>\n      <td>Österplana 020</td>\n      <td>44820</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1997.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31033</th>\n      <td>Österplana 021</td>\n      <td>44821</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1997.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31034</th>\n      <td>Österplana 022</td>\n      <td>44822</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1999.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31035</th>\n      <td>Österplana 023</td>\n      <td>44823</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1999.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31036</th>\n      <td>Österplana 024</td>\n      <td>44824</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1999.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31037</th>\n      <td>Österplana 025</td>\n      <td>44825</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2000.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31038</th>\n      <td>Österplana 026</td>\n      <td>44826</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2000.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31039</th>\n      <td>Österplana 027</td>\n      <td>44827</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2000.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31040</th>\n      <td>Österplana 028</td>\n      <td>44828</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2000.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31041</th>\n      <td>Österplana 029</td>\n      <td>44829</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1998.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31042</th>\n      <td>Österplana 030</td>\n      <td>44830</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1994.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31043</th>\n      <td>Österplana 031</td>\n      <td>44831</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1998.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31044</th>\n      <td>Österplana 032</td>\n      <td>44832</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2000.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31045</th>\n      <td>Österplana 033</td>\n      <td>44833</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2000.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31046</th>\n      <td>Österplana 034</td>\n      <td>44834</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1998.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31047</th>\n      <td>Österplana 035</td>\n      <td>44835</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1996.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31048</th>\n      <td>Österplana 036</td>\n      <td>44836</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1996.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31049</th>\n      <td>Österplana 037</td>\n      <td>44837</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1998.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31050</th>\n      <td>Österplana 038</td>\n      <td>44838</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1999.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31051</th>\n      <td>Österplana 039</td>\n      <td>44839</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2000.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31052</th>\n      <td>Österplana 040</td>\n      <td>44840</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2000.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31053</th>\n      <td>Österplana 041</td>\n      <td>44841</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>1996.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31054</th>\n      <td>Österplana 042</td>\n      <td>44842</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2000.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31055</th>\n      <td>Österplana 043</td>\n      <td>44843</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2002.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31056</th>\n      <td>Österplana 044</td>\n      <td>44844</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2002.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31057</th>\n      <td>Österplana 045</td>\n      <td>44845</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2002.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31058</th>\n      <td>Österplana 046</td>\n      <td>44846</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2002.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n    <tr>\n      <th>31059</th>\n      <td>Österplana 047</td>\n      <td>44847</td>\n      <td>Relict</td>\n      <td>Relict OC</td>\n      <td>NaN</td>\n      <td>Found</td>\n      <td>2002.0</td>\n      <td>58.58333</td>\n      <td>13.43333</td>\n      <td>(58.583330, 13.433330)</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[(data['mass'].isnull()) & (data['name'].str.startswith('Österplana'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:28.521079200Z",
     "start_time": "2024-03-17T17:41:28.451610500Z"
    }
   },
   "outputs": [],
   "source": [
    "data.loc[(data['mass'].isnull()) & (data['name'].str.startswith('Österplana')), 'mass'] = 0\n",
    "meteorite_test.loc[(meteorite_test['mass'].isnull()) & (meteorite_test['name'].str.startswith('Österplana')), 'mass'] = 0\n",
    "meteorite_train.loc[(meteorite_train['mass'].isnull()) & (meteorite_train['name'].str.startswith('Österplana')), 'mass'] = 0\n",
    "meteorite_val.loc[(meteorite_val['mass'].isnull()) & (meteorite_val['name'].str.startswith('Österplana')), 'mass'] = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reszta zostanie usunięta, tak samo z latami"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:30.682656300Z",
     "start_time": "2024-03-17T17:41:30.611250500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "name           0\nid             0\nnametype       0\nrecclass       0\nmass           0\nfall           0\nyear           0\nreclat         0\nreclong        0\nGeoLocation    0\ndtype: int64"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dropna(subset=['mass', 'year'], inplace=True)\n",
    "meteorite_train.dropna(subset=['mass', 'year'], inplace=True)\n",
    "meteorite_test.dropna(subset=['mass', 'year'], inplace=True)\n",
    "meteorite_val.dropna(subset=['mass', 'year'], inplace=True)\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-17T17:41:36.021380200Z",
     "start_time": "2024-03-17T17:41:31.594483300Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "j:\\.AppData\\Python\\Python310\\site-packages\\pyproj\\crs\\crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "C:\\Users\\s464914\\AppData\\Local\\temp\\ipykernel_5176\\3992296465.py:4: FutureWarning: The geopandas.dataset module is deprecated and will be removed in GeoPandas 1.0. You can get the original 'naturalearth_lowres' data from https://www.naturalearthdata.com/downloads/110m-cultural-vectors/.\n",
      "  world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Axes: >"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 2000x1000 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loc_geom = [Point(xy) for xy in zip(data['reclong'], data['reclat'])]\n",
    "geo_df = gpd.GeoDataFrame(data, crs=loc_crs, geometry=loc_geom)\n",
    "\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "geo_df.plot(ax=world.plot(figsize=(20, 10)), marker='x', color='red', markersize=15)"
   ]
  }
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