03_lda.ipynb

{
    "cells": [
        {
            "cell_type": "code",
            "execution_count": 24,
            "source": [
                "import numpy as np\r\n",
                "import pandas as pd\r\n",
                "import matplotlib.pyplot as plt\r\n",
                "import re\r\n",
                "\r\n",
                "from gensim import corpora, models\r\n",
                "import pyLDAvis.gensim_models as vis\r\n",
                "import pyLDAvis\r\n"
            ],
            "outputs": [],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 25,
            "source": [
                "import warnings\r\n",
                "warnings.filterwarnings('ignore')\r\n",
                "warnings.filterwarnings('ignore', 'SelectableGroups dict interface')"
            ],
            "outputs": [],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 26,
            "source": [
                "df_all = pd.read_hdf('outputs/budzety_clean.hd5', key='df_all')"
            ],
            "outputs": [],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 27,
            "source": [
                "df_all"
            ],
            "outputs": [
                {
                    "output_type": "execute_result",
                    "data": {
                        "text/plain": [
                            "        rok  miasto                                              nazwa  \\\n",
                            "0      2020  GDYNIA                                     Projektistatus   \n",
                            "1      2020  GDYNIA  Doposażenie parku pomiędzy Estakadą Kwiatkowsk...   \n",
                            "2      2020  GDYNIA  Cykliczne warsztaty dla seniorów z dzielnicy O...   \n",
                            "3      2020  GDYNIA   Ogród Sąsiedzki przy Dzikim Sadzie, ul. Źródlana   \n",
                            "4      2020  GDYNIA  Montaż słupów oświetleniowych na chodniku przy...   \n",
                            "...     ...     ...                                                ...   \n",
                            "23687  2020  KRAKÓW                          Zielony skwer na Zabtociu   \n",
                            "23688  2020  KRAKÓW            Znani Biatopradniczanie dla Mieszkanców   \n",
                            "23690  2020  KRAKÓW  ZRÓBMY SKWER PRZY FABRYCZNEJ! Edukacja i kultu...   \n",
                            "23691  2020  KRAKÓW                                  Zróbmy sobie Park   \n",
                            "23692  2020  KRAKÓW                                   ZUMBA DLA DZIECI   \n",
                            "\n",
                            "       WSZYSTKO                                             tokens  zbiornik  \\\n",
                            "0             0                                   [projektistatus]     False   \n",
                            "1             3  [doposażenie, park, pomiędzy, estakada, kwiatk...     False   \n",
                            "2             0  [cykliczny, warsztat, senior, dzielnica, obłuż...     False   \n",
                            "3             3      [ogród, sąsiedzki, dziki, sadź, ul, źródlana]     False   \n",
                            "4             0  [montaż, słup, oświetleniowy, chodnik, ul, nis...     False   \n",
                            "...         ...                                                ...       ...   \n",
                            "23687         1                         [zielony, skwer, zabtociu]     False   \n",
                            "23688         0                               [znany, mieszkanców]     False   \n",
                            "23690         1  [zrobić, skwer, fabryczny, edukacja, kultura, ...     False   \n",
                            "23691         1                                     [zrobić, park]     False   \n",
                            "23692         0                                   [zumba, dziecko]     False   \n",
                            "\n",
                            "       sadzić  estetyczny  lęgowy  ekologia  ...  deszczowy  kwitnąć  \\\n",
                            "0       False       False   False     False  ...      False    False   \n",
                            "1       False       False   False     False  ...      False    False   \n",
                            "2       False       False   False     False  ...      False    False   \n",
                            "3       False       False   False     False  ...      False    False   \n",
                            "4       False       False   False     False  ...      False    False   \n",
                            "...       ...         ...     ...       ...  ...        ...      ...   \n",
                            "23687   False       False   False     False  ...      False    False   \n",
                            "23688   False       False   False     False  ...      False    False   \n",
                            "23690   False       False   False     False  ...      False    False   \n",
                            "23691   False       False   False     False  ...      False    False   \n",
                            "23692   False       False   False     False  ...      False    False   \n",
                            "\n",
                            "       ogrodowy  pielęgnacja   smog  zieleniec  \\\n",
                            "0         False        False  False      False   \n",
                            "1         False        False  False      False   \n",
                            "2         False        False  False      False   \n",
                            "3         False        False  False      False   \n",
                            "4         False        False  False      False   \n",
                            "...         ...          ...    ...        ...   \n",
                            "23687     False        False  False      False   \n",
                            "23688     False        False  False      False   \n",
                            "23690     False        False  False      False   \n",
                            "23691     False        False  False      False   \n",
                            "23692     False        False  False      False   \n",
                            "\n",
                            "                                                   names  szkola  ulica  \\\n",
                            "0                                         projektistatus   False  False   \n",
                            "1      doposażenie park pomiędzy estakada kwiatkowski...   False   True   \n",
                            "2      cykliczny warsztat senior dzielnica obłuże roz...   False  False   \n",
                            "3                 ogród sąsiedzki dziki sadź ul źródlana   False   True   \n",
                            "4      montaż słup oświetleniowy chodnik ul niski odc...   False   True   \n",
                            "...                                                  ...     ...    ...   \n",
                            "23687                             zielony skwer zabtociu   False  False   \n",
                            "23688                                  znany mieszkanców   False  False   \n",
                            "23690     zrobić skwer fabryczny edukacja kultura zieleń   False  False   \n",
                            "23691                                        zrobić park   False  False   \n",
                            "23692                                      zumba dziecko   False  False   \n",
                            "\n",
                            "       oswietlenie  \n",
                            "0            False  \n",
                            "1            False  \n",
                            "2            False  \n",
                            "3            False  \n",
                            "4             True  \n",
                            "...            ...  \n",
                            "23687        False  \n",
                            "23688        False  \n",
                            "23690        False  \n",
                            "23691        False  \n",
                            "23692        False  \n",
                            "\n",
                            "[23030 rows x 61 columns]"
                        ],
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                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>rok</th>\n",
                            "      <th>miasto</th>\n",
                            "      <th>nazwa</th>\n",
                            "      <th>WSZYSTKO</th>\n",
                            "      <th>tokens</th>\n",
                            "      <th>zbiornik</th>\n",
                            "      <th>sadzić</th>\n",
                            "      <th>estetyczny</th>\n",
                            "      <th>lęgowy</th>\n",
                            "      <th>ekologia</th>\n",
                            "      <th>...</th>\n",
                            "      <th>deszczowy</th>\n",
                            "      <th>kwitnąć</th>\n",
                            "      <th>ogrodowy</th>\n",
                            "      <th>pielęgnacja</th>\n",
                            "      <th>smog</th>\n",
                            "      <th>zieleniec</th>\n",
                            "      <th>names</th>\n",
                            "      <th>szkola</th>\n",
                            "      <th>ulica</th>\n",
                            "      <th>oswietlenie</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>2020</td>\n",
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                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>GDYNIA</td>\n",
                            "      <td>Doposażenie parku pomiędzy Estakadą Kwiatkowsk...</td>\n",
                            "      <td>3</td>\n",
                            "      <td>[doposażenie, park, pomiędzy, estakada, kwiatk...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
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                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>doposażenie park pomiędzy estakada kwiatkowski...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>True</td>\n",
                            "      <td>False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>GDYNIA</td>\n",
                            "      <td>Cykliczne warsztaty dla seniorów z dzielnicy O...</td>\n",
                            "      <td>0</td>\n",
                            "      <td>[cykliczny, warsztat, senior, dzielnica, obłuż...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>cykliczny warsztat senior dzielnica obłuże roz...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>GDYNIA</td>\n",
                            "      <td>Ogród Sąsiedzki przy Dzikim Sadzie, ul. Źródlana</td>\n",
                            "      <td>3</td>\n",
                            "      <td>[ogród, sąsiedzki, dziki, sadź, ul, źródlana]</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
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                            "      <td>False</td>\n",
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                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>ogród sąsiedzki dziki sadź ul źródlana</td>\n",
                            "      <td>False</td>\n",
                            "      <td>True</td>\n",
                            "      <td>False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>GDYNIA</td>\n",
                            "      <td>Montaż słupów oświetleniowych na chodniku przy...</td>\n",
                            "      <td>0</td>\n",
                            "      <td>[montaż, słup, oświetleniowy, chodnik, ul, nis...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
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                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>montaż słup oświetleniowy chodnik ul niski odc...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>True</td>\n",
                            "      <td>True</td>\n",
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                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
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                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
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                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23687</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>KRAKÓW</td>\n",
                            "      <td>Zielony skwer na Zabtociu</td>\n",
                            "      <td>1</td>\n",
                            "      <td>[zielony, skwer, zabtociu]</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>zielony skwer zabtociu</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23688</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>KRAKÓW</td>\n",
                            "      <td>Znani Biatopradniczanie dla Mieszkanców</td>\n",
                            "      <td>0</td>\n",
                            "      <td>[znany, mieszkanców]</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>znany mieszkanców</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23690</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>KRAKÓW</td>\n",
                            "      <td>ZRÓBMY SKWER PRZY FABRYCZNEJ! Edukacja i kultu...</td>\n",
                            "      <td>1</td>\n",
                            "      <td>[zrobić, skwer, fabryczny, edukacja, kultura, ...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>zrobić skwer fabryczny edukacja kultura zieleń</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23691</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>KRAKÓW</td>\n",
                            "      <td>Zróbmy sobie Park</td>\n",
                            "      <td>1</td>\n",
                            "      <td>[zrobić, park]</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
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                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>zrobić park</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23692</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>KRAKÓW</td>\n",
                            "      <td>ZUMBA DLA DZIECI</td>\n",
                            "      <td>0</td>\n",
                            "      <td>[zumba, dziecko]</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>zumba dziecko</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>23030 rows × 61 columns</p>\n",
                            "</div>"
                        ]
                    },
                    "metadata": {},
                    "execution_count": 27
                }
            ],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 28,
            "source": [
                "# Budowanie słownika\r\n",
                "vocab = corpora.Dictionary(df_all['tokens'])\r\n",
                "corpus = [vocab.doc2bow(doc) for doc in df_all['tokens']]\r\n",
                "\r\n",
                "# Budowanie korpusu opartego na Tfidf\r\n",
                "tfidf_corpus = models.TfidfModel(corpus)[corpus]"
            ],
            "outputs": [],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 29,
            "source": [
                "# Określenie ilości tematów\r\n",
                "N_TOPICS = 10"
            ],
            "outputs": [],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 30,
            "source": [
                "# Budowa modelu LDA\r\n",
                "lda_model = models.LdaModel(tfidf_corpus, num_topics=N_TOPICS, id2word=vocab, passes=2,\r\n",
                "random_state=0)"
            ],
            "outputs": [],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 39,
            "source": [
                "# Znalezione tematy\r\n",
                "# 0 to szum\r\n",
                "x = lda_model.show_topics()\r\n",
                "twords={}\r\n",
                "for topic,word in x:\r\n",
                "    twords[topic]=re.sub('[^A-Za-z ąćęłóśżźĆŁŚŻŹ]+', '', word)\r\n",
                "\r\n",
                "for n, (k,v) in enumerate(twords.items(),0):\r\n",
                "    print(f'{n} {twords[k]}', sep='\\n')"
            ],
            "outputs": [
                {
                    "output_type": "stream",
                    "name": "stdout",
                    "text": [
                        "0 chodnik  ul  remonta  ulica  bezpieczny  pieszy  budowa  warszawa  wzdłuż  droga\n",
                        "1 zabawa  plac  dziecko  warsztat  rodzinny  piknik  sport  koncert  poprawa  szkolny\n",
                        "2 pies  wybieg  wiata  kobieta  samoobrona  pradze  praski  psi  rucho  nasadzenia\n",
                        "3 seniora  festiwal  łąka  mobilny  rodzina  parka  chmurka  trening  targówku  przyjazny\n",
                        "4 zielony  skwer  wypożyczalnia  pragi  przystanek  monitoring  duży  radość  południe  mały\n",
                        "5 bezpłatny  rower  bezpiecznie  ptak  krakowski  warszawski  stojak  dobry  kulturalny  stacja\n",
                        "6 książka  kino  łódź  park  plenerowy  street  sala  lodowisko  letni  workout\n",
                        "7 biblioteka  zakup  kultura  wole  dziecko  podwórko  nowy  kluba  nowość  wesoły\n",
                        "8 drzewo  ursynów  powietrze  przedszkolak  krzew  kurs  park  toaleta  swój  zielony\n",
                        "9 siłownia  boisko  plenerowy  szkoła  ławka  podstawowy  ursynowie  dziecko  sp  doświetlenie\n"
                    ]
                }
            ],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 45,
            "source": [
                "# Udział poszczególnych słów w tworzeniu danego tematu. Widać tylko 10 najpopularniejszych.\r\n",
                "x"
            ],
            "outputs": [
                {
                    "output_type": "execute_result",
                    "data": {
                        "text/plain": [
                            "[(0,\n",
                            "  '0.031*\"chodnik\" + 0.028*\"ul\" + 0.022*\"remonta\" + 0.019*\"ulica\" + 0.015*\"bezpieczny\" + 0.013*\"pieszy\" + 0.012*\"budowa\" + 0.012*\"warszawa\" + 0.011*\"wzdłuż\" + 0.011*\"droga\"'),\n",
                            " (1,\n",
                            "  '0.033*\"zabawa\" + 0.031*\"plac\" + 0.018*\"dziecko\" + 0.011*\"warsztat\" + 0.010*\"rodzinny\" + 0.009*\"piknik\" + 0.008*\"sport\" + 0.008*\"koncert\" + 0.008*\"poprawa\" + 0.008*\"szkolny\"'),\n",
                            " (2,\n",
                            "  '0.015*\"pies\" + 0.013*\"wybieg\" + 0.012*\"wiata\" + 0.009*\"kobieta\" + 0.009*\"samoobrona\" + 0.008*\"pradze\" + 0.008*\"praski\" + 0.008*\"psi\" + 0.007*\"rucho\" + 0.007*\"nasadzenia\"'),\n",
                            " (3,\n",
                            "  '0.013*\"seniora\" + 0.012*\"festiwal\" + 0.011*\"łąka\" + 0.010*\"mobilny\" + 0.010*\"rodzina\" + 0.010*\"parka\" + 0.010*\"chmurka\" + 0.010*\"trening\" + 0.009*\"targówku\" + 0.009*\"przyjazny\"'),\n",
                            " (4,\n",
                            "  '0.014*\"zielony\" + 0.012*\"skwer\" + 0.009*\"wypożyczalnia\" + 0.008*\"pragi\" + 0.008*\"przystanek\" + 0.008*\"monitoring\" + 0.008*\"duży\" + 0.008*\"radość\" + 0.008*\"południe\" + 0.008*\"mały\"'),\n",
                            " (5,\n",
                            "  '0.014*\"bezpłatny\" + 0.014*\"rower\" + 0.011*\"bezpiecznie\" + 0.011*\"ptak\" + 0.009*\"krakowski\" + 0.008*\"warszawski\" + 0.008*\"stojak\" + 0.008*\"dobry\" + 0.008*\"kulturalny\" + 0.008*\"stacja\"'),\n",
                            " (6,\n",
                            "  '0.022*\"książka\" + 0.019*\"kino\" + 0.014*\"łódź\" + 0.013*\"park\" + 0.011*\"plenerowy\" + 0.010*\"street\" + 0.010*\"sala\" + 0.009*\"lodowisko\" + 0.009*\"letni\" + 0.009*\"workout\"'),\n",
                            " (7,\n",
                            "  '0.035*\"biblioteka\" + 0.016*\"zakup\" + 0.016*\"kultura\" + 0.012*\"wole\" + 0.011*\"dziecko\" + 0.011*\"podwórko\" + 0.011*\"nowy\" + 0.010*\"kluba\" + 0.009*\"nowość\" + 0.009*\"wesoły\"'),\n",
                            " (8,\n",
                            "  '0.019*\"drzewo\" + 0.014*\"ursynów\" + 0.012*\"powietrze\" + 0.012*\"przedszkolak\" + 0.011*\"krzew\" + 0.011*\"kurs\" + 0.008*\"park\" + 0.008*\"toaleta\" + 0.008*\"swój\" + 0.008*\"zielony\"'),\n",
                            " (9,\n",
                            "  '0.019*\"siłownia\" + 0.017*\"boisko\" + 0.016*\"plenerowy\" + 0.014*\"szkoła\" + 0.013*\"ławka\" + 0.013*\"podstawowy\" + 0.011*\"ursynowie\" + 0.010*\"dziecko\" + 0.009*\"sp\" + 0.009*\"doświetlenie\"')]"
                        ]
                    },
                    "metadata": {},
                    "execution_count": 45
                }
            ],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 40,
            "source": [
                "# Wizualizacja tematów\r\n",
                "vis_data = vis.prepare(lda_model, tfidf_corpus, vocab)\r\n",
                "pyLDAvis.enable_notebook()\r\n",
                "pyLDAvis.display(vis_data)"
            ],
            "outputs": [
                {
                    "output_type": "execute_result",
                    "data": {
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ],
                        "text/html": [
                            "\n",
                            "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.3.1/pyLDAvis/js/ldavis.v1.0.0.css\">\n",
                            "\n",
                            "\n",
                            "<div id=\"ldavis_el1244818030076616407404200207\"></div>\n",
                            "<script type=\"text/javascript\">\n",
                            "\n",
                            "var ldavis_el1244818030076616407404200207_data = {\"mdsDat\": {\"x\": [0.2318828471792124, 0.12270398379486258, 0.091957656758781, -0.11711174819938049, -0.0425811164499329, -0.030796254097064015, -0.009254424695797606, -0.07099307593843354, -0.08001223050752375, -0.09579563784472402], \"y\": [-0.09051717276387566, 0.13163364961807492, 0.07324441429673922, 0.18239127711022673, -0.07870330833782863, 0.0710567284242222, -0.07053130688726635, -0.08255417299172688, -0.07884513774842287, -0.05717497072014257], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"Freq\": [17.797647851822543, 13.983855080695742, 10.498940966631336, 9.71775151047108, 9.40144341354313, 9.09170138117116, 8.53713674166792, 7.333794938235681, 6.887647014954945, 6.750081100806482]}, \"tinfo\": {\"Term\": [\"chodnik\", \"biblioteka\", \"zabawa\", \"plac\", \"ksi\\u0105\\u017cka\", \"kino\", \"remonta\", \"si\\u0142ownia\", \"plenerowy\", \"warszawa\", \"drzewo\", \"boisko\", \"wzd\\u0142u\\u017c\", \"rower\", \"bezp\\u0142atny\", \"kultura\", \"\\u0142\\u00f3d\\u017a\", \"wole\", \"droga\", \"pies\", \"zakup\", \"dziecko\", \"pieszy\", \"rodzinny\", \"podstawowy\", \"\\u0142awka\", \"ursynowie\", \"ursyn\\u00f3w\", \"szko\\u0142a\", \"bezpiecznie\", \"warszawa\", \"wzd\\u0142u\\u017c\", \"odcinek\", \"ci\\u0105g\", \"latarnia\", \"strona\", \"postojowy\", \"pas\", \"darmowy\", \"jog\", \"iii\", \"parkingowy\", \"pieszo\", \"no\\u017cny\", \"uliczny\", \"gwiazda\", \"doj\\u015bcie\", \"wygodny\", \"odnowa\", \"basen\", \"wysoko\\u015b\\u0107\", \"p\\u00f3\\u0142nocny\", \"muzyk\", \"szatnia\", \"cia\\u0142o\", \"pole\", \"zabawka\", \"jezdny\", \"kierunek\", \"cmentarz\", \"chodnik\", \"utwardzenie\", \"droga\", \"al\", \"remonta\", \"przej\\u015bcie\", \"pieszy\", \"ulica\", \"o\\u015bwietlenie\", \"parking\", \"nawierzchnia\", \"ul\", \"\\u015bcie\\u017cka\", \"bezpieczny\", \"wymiana\", \"budowa\", \"miejsce\", \"przebudowa\", \"rowerowy\", \"ziele\\u0144\", \"skrzy\\u017cowanie\", \"nowy\", \"rewitalizacja\", \"szko\\u0142a\", \"osiedle\", \"park\", \"zielony\", \"s\\u0105siedzki\", \"integracyjny\", \"rodzinny\", \"pm\", \"skatepark\", \"akademia\", \"piknik\", \"nowohucki\", \"relaks\", \"edycja\", \"wycieczka\", \"ceramiczny\", \"skrzynka\", \"festyn\", \"wsp\\u00f3lny\", \"kulinarny\", \"rodzice\", \"kuchnia\", \"mama\", \"przygoda\", \"wrzeciono\", \"marzenie\", \"ptasi\", \"zadba\\u0107\", \"rekreacja\", \"dzie\\u0144\", \"piasek\", \"rzeczny\", \"wypoczynek\", \"taras\", \"\\u0142aweczka\", \"zabawa\", \"koncert\", \"poprawa\", \"sportowo\", \"plac\", \"szkolny\", \"bezpiecze\\u0144stwo\", \"strefa\", \"ucze\\u0144\", \"le\\u015bny\", \"przedszkole\", \"doros\\u0142y\", \"sport\", \"dziecko\", \"warsztat\", \"rozbudowa\", \"m\\u0142odzie\\u017c\", \"modernizacja\", \"spotkanie\", \"sp\", \"mieszkaniec\", \"senior\", \"szko\\u0142a\", \"park\", \"ogr\\u00f3d\", \"ursynowie\", \"do\\u015bwietlenie\", \"pracownia\", \"teatr\", \"angielski\", \"ekologiczny\", \"\\u015bmie\\u0107\", \"naukowy\", \"komputerowy\", \"o\\u015brodek\", \"komputer\", \"krakowa\", \"koszyk\\u00f3wka\", \"zewn\\u0119trzny\", \"\\u017c\\u0142obek\", \"sensoryczny\", \"j\\u0119zyk\", \"iluminacja\", \"stop\", \"pi\\u0142karski\", \"pokolenie\", \"uniwersytet\", \"wsparcie\", \"r\\u00f3g\", \"rozwija\\u0107\", \"programowania\", \"interaktywny\", \"\\u015bwi\\u0105teczny\", \"zso\", \"opiekun\", \"ruchowy\", \"si\\u0142ownia\", \"urz\\u0105dzenie\", \"\\u0142awka\", \"kosz\", \"plenerowy\", \"boisko\", \"podstawowy\", \"szko\\u0142a\", \"nowoczesny\", \"sp\", \"dziecko\", \"senior\", \"sportowy\", \"zaj\\u0119cie\", \"plac\", \"ul\", \"wole\", \"kluba\", \"nowo\\u015b\\u0107\", \"weso\\u0142y\", \"huta\", \"audiobook\", \"wawerski\", \"filia\", \"bieg\", \"mural\", \"ursynowski\", \"wydawniczy\", \"ratowa\\u0107\", \"jar\", \"orientacja\", \"ursus\", \"wolski\", \"czytelnik\", \"pi\\u0119kny\", \"rozw\\u00f3j\", \"w\\u0142ochy\", \"uzupe\\u0142nienie\", \"ksi\\u0105\\u017ckowy\", \"pasja\", \"trampolina\", \"rembert\\u00f3w\", \"wiecej\", \"serce\", \"czyta\\u0107\", \"klub\", \"gra\\u0107\", \"biblioteka\", \"muzyczny\", \"teatralny\", \"kultura\", \"zakup\", \"podw\\u00f3rko\", \"dom\", \"publiczny\", \"sprz\\u0119t\", \"nowy\", \"dziecko\", \"m\\u0142odzie\\u017c\", \"dzielnica\", \"spotkanie\", \"warsztat\", \"gra\", \"bezp\\u0142atny\", \"bezpiecznie\", \"ptak\", \"krakowski\", \"warszawski\", \"stojak\", \"dobry\", \"l\\u0119gowy\", \"jerzyk\", \"dzielnicowy\", \"bielanach\", \"dzieci\\u0119cy\", \"taniec\", \"lokalny\", \"budka\", \"p\\u0142ocki\", \"artystyczny\", \"ratownik\", \"razem\", \"pawe\\u0142\", \"szkolenie\", \"jazda\", \"chcie\\u0107\", \"kr\\u0119gos\\u0142up\", \"k\\u00f3\\u0142\", \"p\\u0119tla\", \"cz\\u0142owiek\", \"mogilski\", \"smok\", \"\\u017coliborza\", \"kulturalny\", \"polski\", \"rower\", \"zak\\u0105tek\", \"edukacja\", \"stacja\", \"nauka\", \"rondo\", \"pierwszy\", \"pomoc\", \"rowerowy\", \"woda\", \"aleja\", \"ksi\\u0105\\u017cka\", \"kino\", \"\\u0142\\u00f3d\\u017a\", \"street\", \"lodowisko\", \"sala\", \"workout\", \"kieszonkowy\", \"integracja\", \"pota\\u0144c\\u00f3wka\", \"\\u015bwiat\", \"biegowy\", \"filmowy\", \"_\", \"d\", \"jordanowski\", \"wawer\", \"informacyjny\", \"profesjonalny\", \"gimnastyczny\", \"teatrzyk\", \"plener\", \"eko\", \"multimedialny\", \"zbi\\u00f3r\", \"muzyka\", \"wygoda\", \"og\\u00f3lnodost\\u0119pny\", \"fitness\", \"\\u017cywop\\u0142ot\", \"letni\", \"tablica\", \"parkowy\", \"plenerowy\", \"park\", \"biblioteka\", \"zaj\\u0119cie\", \"du\\u017cy\", \"rado\\u015b\\u0107\", \"las\", \"po\\u0142udnie\", \"skwerek\", \"t\\u0119\\u017cnia\", \"orlik\", \"historia\", \"szpital\", \"autobusowy\", \"spo\\u0142eczny\", \"pumptrack\", \"asfaltowy\", \"solankowy\", \"noc\", \"\\u015bwi\\u0119to\", \"sztuka\", \"kocha\\u0107\", \"zieleniec\", \"lekcja\", \"bezdomno\\u015b\\u0107\", \"wie\\u017ca\", \"autobus\", \"sierpie\\u0144\", \"maseczka\", \"szlaka\", \"dawny\", \"pomnik\", \"zatoka\", \"robot\", \"pragi\", \"wypo\\u017cyczalnia\", \"elementy\", \"bulwar\", \"mini\", \"monitoring\", \"skwer\", \"przystanek\", \"zielony\", \"ma\\u0142y\", \"tor\", \"park\", \"ul\", \"wybieg\", \"kobieta\", \"samoobrona\", \"wiata\", \"pradze\", \"odolanach\", \"bariera\", \"miasteczko\", \"pr\\u00f3g\", \"lasa\", \"zrobi\\u0107\", \"podw\\u00f3rkowy\", \"przystankowy\", \"antysmogowy\", \"pozna\\u0107\", \"czytanie\", \"zwalnia\\u0107\", \"targ\\u00f3wka\", \"remont\", \"aktywnie\", \"naturalny\", \"rakowcu\", \"pies\", \"wakacyjny\", \"\\u017ceromskiego\", \"posadzenie\", \"walking\", \"nordic\", \"kana\\u0142\", \"literacki\", \"praski\", \"altana\", \"krak\\u00f3w\", \"psi\", \"zwierz\\u0119\", \"nasadzenia\", \"rucho\", \"drogowy\", \"fontanna\", \"krzew\", \"park\", \"drzewo\", \"ursyn\\u00f3w\", \"przedszkolak\", \"kurs\", \"toaleta\", \"powietrze\", \"k\\u0119pa\", \"kr\\u00f3lewski\", \"aktywno\\u015b\\u0107\", \"smog\", \"warszawo\", \"po\\u0142udniowy\", \"pi\\u0107\", \"tenis\", \"uczy\\u0107\", \"gimnastyk\", \"bawi\\u0107\", \"magiczny\", \"saski\", \"\\u017coliborzu\", \"\\u015bwie\\u017cy\", \"sto\\u0142owy\", \"klasy\", \"bronowice\", \"wiedzie\\u0107\", \"przyroda\", \"forta\", \"daszynskiego\", \"pokaz\", \"potocki\", \"oko\", \"tawki\", \"deszczowy\", \"sw\\u00f3j\", \"praca\", \"drzewo\", \"krzew\", \"doposa\\u017cenie\", \"ursynowa\", \"park\", \"zielony\", \"dzielnica\", \"nowy\", \"ogr\\u00f3d\", \"seniora\", \"festiwal\", \"parka\", \"zumba\", \"kwietny\", \"targ\\u00f3wku\", \"\\u0142\\u0105ka\", \"mobilny\", \"chroni\\u0107\", \"sad\", \"trawnik\", \"samoch\\u00f3d\", \"bia\\u0142o\\u0142\\u0119ce\", \"rodzina\", \"trening\", \"lato\", \"\\u017cyto\", \"sadzi\\u0107\", \"wawrze\", \"ro\\u015blina\", \"odnowienie\", \"przysta\\u0144\", \"s\\u0142oneczny\", \"sitownia\", \"aplikacja\", \"ko\\u0142o\", \"smoczy\", \"defibrylator\", \"wis\\u0142a\", \"aed\", \"chmurka\", \"s\\u0142owacki\", \"czysty\", \"przyjazny\", \"osiedlowy\", \"zdrowy\", \"aktywny\", \"kolorowy\"], \"Freq\": [303.0, 205.0, 312.0, 317.0, 105.0, 92.0, 252.0, 116.0, 140.0, 109.0, 152.0, 163.0, 107.0, 86.0, 71.0, 113.0, 66.0, 63.0, 113.0, 58.0, 116.0, 293.0, 149.0, 74.0, 137.0, 91.0, 60.0, 50.0, 207.0, 56.0, 108.30730144211111, 105.6649616931426, 58.32760699231349, 49.44511183369402, 40.171046003417594, 40.746276616397246, 43.82029593579696, 39.56767878230856, 37.422814448900255, 36.654703160664646, 35.882072073943505, 73.1376108510311, 32.00427257950039, 30.98028592461678, 26.497021039252417, 25.659637801327356, 25.83032488592823, 24.710579313417323, 24.735470550973833, 23.346059482370777, 22.357023635623342, 22.349204556754774, 22.160408088718086, 21.809327997291447, 20.746619003951437, 20.440922347127092, 19.67130589699124, 18.859667828015947, 20.54255312127924, 17.690475099411344, 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\"ulica\", \"ulica\", \"ulica\", \"ulica\", \"ulica\", \"ulica\", \"ulica\", \"uliczny\", \"uniwersytet\", \"ursus\", \"ursynowa\", \"ursynowa\", \"ursynowie\", \"ursynowski\", \"ursyn\\u00f3w\", \"urz\\u0105dzenie\", \"urz\\u0105dzenie\", \"utwardzenie\", \"utwardzenie\", \"uzupe\\u0142nienie\", \"wakacyjny\", \"walking\", \"warszawa\", \"warszawo\", \"warszawski\", \"warsztat\", \"warsztat\", \"warsztat\", \"warsztat\", \"warsztat\", \"warsztat\", \"warsztat\", \"wawer\", \"wawerski\", \"wawrze\", \"weso\\u0142y\", \"wiata\", \"wiecej\", \"wiedzie\\u0107\", \"wie\\u017ca\", \"wis\\u0142a\", \"woda\", \"woda\", \"wole\", \"wolski\", \"workout\", \"wrzeciono\", \"wsparcie\", \"wsp\\u00f3lny\", \"wybieg\", \"wycieczka\", \"wydawniczy\", \"wygoda\", \"wygodny\", \"wymiana\", \"wymiana\", \"wymiana\", \"wymiana\", \"wymiana\", \"wymiana\", \"wypoczynek\", \"wypo\\u017cyczalnia\", \"wypo\\u017cyczalnia\", \"wysoko\\u015b\\u0107\", \"wzd\\u0142u\\u017c\", \"wzd\\u0142u\\u017c\", \"w\\u0142ochy\", \"zabawa\", \"zabawa\", \"zabawa\", \"zabawa\", \"zabawa\", \"zabawa\", \"zabawa\", \"zabawa\", \"zabawka\", \"zadba\\u0107\", \"zaj\\u0119cie\", \"zaj\\u0119cie\", \"zaj\\u0119cie\", \"zaj\\u0119cie\", \"zaj\\u0119cie\", \"zaj\\u0119cie\", \"zaj\\u0119cie\", \"zakup\", \"zakup\", \"zakup\", \"zakup\", \"zakup\", \"zakup\", \"zakup\", \"zakup\", \"zak\\u0105tek\", \"zak\\u0105tek\", \"zatoka\", \"zbi\\u00f3r\", \"zdrowy\", \"zdrowy\", \"zdrowy\", \"zdrowy\", \"zewn\\u0119trzny\", \"zieleniec\", \"ziele\\u0144\", \"ziele\\u0144\", \"ziele\\u0144\", \"ziele\\u0144\", \"ziele\\u0144\", \"ziele\\u0144\", \"ziele\\u0144\", \"ziele\\u0144\", \"zielony\", \"zielony\", \"zielony\", \"zielony\", \"zielony\", \"zielony\", \"zielony\", \"zielony\", \"zielony\", \"zielony\", \"zrobi\\u0107\", \"zso\", \"zumba\", \"zwalnia\\u0107\", \"zwierz\\u0119\", \"zwierz\\u0119\", \"\\u0142aweczka\", \"\\u0142aweczka\", \"\\u0142awka\", \"\\u0142awka\", \"\\u0142awka\", \"\\u0142awka\", \"\\u0142\\u00f3d\\u017a\", \"\\u0142\\u0105ka\", \"\\u015bcie\\u017cka\", \"\\u015bcie\\u017cka\", \"\\u015bmie\\u0107\", \"\\u015bwiat\", \"\\u015bwie\\u017cy\", \"\\u015bwi\\u0105teczny\", \"\\u015bwi\\u0105teczny\", \"\\u015bwi\\u0119to\", \"\\u017ceromskiego\", \"\\u017coliborza\", \"\\u017coliborzu\", \"\\u017cyto\", \"\\u017cywop\\u0142ot\", \"\\u017c\\u0142obek\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [1, 2, 10, 8, 6, 7, 5, 3, 9, 4]};\n",
                            "\n",
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                            "   // already loaded: just create the visualization\n",
                            "   !function(LDAvis){\n",
                            "       new LDAvis(\"#\" + \"ldavis_el1244818030076616407404200207\", ldavis_el1244818030076616407404200207_data);\n",
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                            "</script>"
                        ]
                    },
                    "metadata": {},
                    "execution_count": 40
                }
            ],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 41,
            "source": [
                "# Zapisanie tematów do DataFrame'a\r\n",
                "# metoda zapisywania z https://stackoverflow.com/questions/66403628/how-to-change-topic-list-from-gensim-lda-get-document-topics-to-a-dataframe#:~:text=df%5B%27main_topic%27%5D%20%3D%20%5Bint(str(sorted(LDA_model%5Bi%5D%2Creverse%3DTrue%2Ckey%3Dlambda%20x%3A%20x%5B1%5D)%5B0%5D%5B0%5D).zfill(3))%20for%20i%20in%20corpus%5D\r\n",
                "df_all['topics'] = [int(str(sorted(lda_model[i],reverse=True,key=lambda x: x[1])[0][0]).zfill(3)) for i in tfidf_corpus]"
            ],
            "outputs": [],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 42,
            "source": [
                "df_all['topics_desc'] = df_all['topics'].map(twords)"
            ],
            "outputs": [],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 43,
            "source": [
                "df_all"
            ],
            "outputs": [
                {
                    "output_type": "execute_result",
                    "data": {
                        "text/plain": [
                            "        rok  miasto                                              nazwa  \\\n",
                            "0      2020  GDYNIA                                     Projektistatus   \n",
                            "1      2020  GDYNIA  Doposażenie parku pomiędzy Estakadą Kwiatkowsk...   \n",
                            "2      2020  GDYNIA  Cykliczne warsztaty dla seniorów z dzielnicy O...   \n",
                            "3      2020  GDYNIA   Ogród Sąsiedzki przy Dzikim Sadzie, ul. Źródlana   \n",
                            "4      2020  GDYNIA  Montaż słupów oświetleniowych na chodniku przy...   \n",
                            "...     ...     ...                                                ...   \n",
                            "23687  2020  KRAKÓW                          Zielony skwer na Zabtociu   \n",
                            "23688  2020  KRAKÓW            Znani Biatopradniczanie dla Mieszkanców   \n",
                            "23690  2020  KRAKÓW  ZRÓBMY SKWER PRZY FABRYCZNEJ! Edukacja i kultu...   \n",
                            "23691  2020  KRAKÓW                                  Zróbmy sobie Park   \n",
                            "23692  2020  KRAKÓW                                   ZUMBA DLA DZIECI   \n",
                            "\n",
                            "       WSZYSTKO                                             tokens  zbiornik  \\\n",
                            "0             0                                   [projektistatus]     False   \n",
                            "1             3  [doposażenie, park, pomiędzy, estakada, kwiatk...     False   \n",
                            "2             0  [cykliczny, warsztat, senior, dzielnica, obłuż...     False   \n",
                            "3             3      [ogród, sąsiedzki, dziki, sadź, ul, źródlana]     False   \n",
                            "4             0  [montaż, słup, oświetleniowy, chodnik, ul, nis...     False   \n",
                            "...         ...                                                ...       ...   \n",
                            "23687         1                         [zielony, skwer, zabtociu]     False   \n",
                            "23688         0                               [znany, mieszkanców]     False   \n",
                            "23690         1  [zrobić, skwer, fabryczny, edukacja, kultura, ...     False   \n",
                            "23691         1                                     [zrobić, park]     False   \n",
                            "23692         0                                   [zumba, dziecko]     False   \n",
                            "\n",
                            "       sadzić  estetyczny  lęgowy  ekologia  ...  ogrodowy  pielęgnacja  \\\n",
                            "0       False       False   False     False  ...     False        False   \n",
                            "1       False       False   False     False  ...     False        False   \n",
                            "2       False       False   False     False  ...     False        False   \n",
                            "3       False       False   False     False  ...     False        False   \n",
                            "4       False       False   False     False  ...     False        False   \n",
                            "...       ...         ...     ...       ...  ...       ...          ...   \n",
                            "23687   False       False   False     False  ...     False        False   \n",
                            "23688   False       False   False     False  ...     False        False   \n",
                            "23690   False       False   False     False  ...     False        False   \n",
                            "23691   False       False   False     False  ...     False        False   \n",
                            "23692   False       False   False     False  ...     False        False   \n",
                            "\n",
                            "        smog  zieleniec                                              names  \\\n",
                            "0      False      False                                     projektistatus   \n",
                            "1      False      False  doposażenie park pomiędzy estakada kwiatkowski...   \n",
                            "2      False      False  cykliczny warsztat senior dzielnica obłuże roz...   \n",
                            "3      False      False             ogród sąsiedzki dziki sadź ul źródlana   \n",
                            "4      False      False  montaż słup oświetleniowy chodnik ul niski odc...   \n",
                            "...      ...        ...                                                ...   \n",
                            "23687  False      False                             zielony skwer zabtociu   \n",
                            "23688  False      False                                  znany mieszkanców   \n",
                            "23690  False      False     zrobić skwer fabryczny edukacja kultura zieleń   \n",
                            "23691  False      False                                        zrobić park   \n",
                            "23692  False      False                                      zumba dziecko   \n",
                            "\n",
                            "       szkola  ulica  oswietlenie  topics  \\\n",
                            "0       False  False        False       8   \n",
                            "1       False   True        False       9   \n",
                            "2       False  False        False       9   \n",
                            "3       False   True        False       4   \n",
                            "4       False   True         True       4   \n",
                            "...       ...    ...          ...     ...   \n",
                            "23687   False  False        False       4   \n",
                            "23688   False  False        False       6   \n",
                            "23690   False  False        False       4   \n",
                            "23691   False  False        False       2   \n",
                            "23692   False  False        False       3   \n",
                            "\n",
                            "                                             topics_desc  \n",
                            "0      drzewo  ursynów  powietrze  przedszkolak  krze...  \n",
                            "1      siłownia  boisko  plenerowy  szkoła  ławka  po...  \n",
                            "2      siłownia  boisko  plenerowy  szkoła  ławka  po...  \n",
                            "3      zielony  skwer  wypożyczalnia  pragi  przystan...  \n",
                            "4      zielony  skwer  wypożyczalnia  pragi  przystan...  \n",
                            "...                                                  ...  \n",
                            "23687  zielony  skwer  wypożyczalnia  pragi  przystan...  \n",
                            "23688  książka  kino  łódź  park  plenerowy  street  ...  \n",
                            "23690  zielony  skwer  wypożyczalnia  pragi  przystan...  \n",
                            "23691  pies  wybieg  wiata  kobieta  samoobrona  prad...  \n",
                            "23692  seniora  festiwal  łąka  mobilny  rodzina  par...  \n",
                            "\n",
                            "[23030 rows x 63 columns]"
                        ],
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                            "    .dataframe tbody tr th:only-of-type {\n",
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                            "        vertical-align: top;\n",
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                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>rok</th>\n",
                            "      <th>miasto</th>\n",
                            "      <th>nazwa</th>\n",
                            "      <th>WSZYSTKO</th>\n",
                            "      <th>tokens</th>\n",
                            "      <th>zbiornik</th>\n",
                            "      <th>sadzić</th>\n",
                            "      <th>estetyczny</th>\n",
                            "      <th>lęgowy</th>\n",
                            "      <th>ekologia</th>\n",
                            "      <th>...</th>\n",
                            "      <th>ogrodowy</th>\n",
                            "      <th>pielęgnacja</th>\n",
                            "      <th>smog</th>\n",
                            "      <th>zieleniec</th>\n",
                            "      <th>names</th>\n",
                            "      <th>szkola</th>\n",
                            "      <th>ulica</th>\n",
                            "      <th>oswietlenie</th>\n",
                            "      <th>topics</th>\n",
                            "      <th>topics_desc</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>GDYNIA</td>\n",
                            "      <td>Projektistatus</td>\n",
                            "      <td>0</td>\n",
                            "      <td>[projektistatus]</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>projektistatus</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>8</td>\n",
                            "      <td>drzewo  ursynów  powietrze  przedszkolak  krze...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>GDYNIA</td>\n",
                            "      <td>Doposażenie parku pomiędzy Estakadą Kwiatkowsk...</td>\n",
                            "      <td>3</td>\n",
                            "      <td>[doposażenie, park, pomiędzy, estakada, kwiatk...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>doposażenie park pomiędzy estakada kwiatkowski...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>True</td>\n",
                            "      <td>False</td>\n",
                            "      <td>9</td>\n",
                            "      <td>siłownia  boisko  plenerowy  szkoła  ławka  po...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>GDYNIA</td>\n",
                            "      <td>Cykliczne warsztaty dla seniorów z dzielnicy O...</td>\n",
                            "      <td>0</td>\n",
                            "      <td>[cykliczny, warsztat, senior, dzielnica, obłuż...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>cykliczny warsztat senior dzielnica obłuże roz...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>9</td>\n",
                            "      <td>siłownia  boisko  plenerowy  szkoła  ławka  po...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>GDYNIA</td>\n",
                            "      <td>Ogród Sąsiedzki przy Dzikim Sadzie, ul. Źródlana</td>\n",
                            "      <td>3</td>\n",
                            "      <td>[ogród, sąsiedzki, dziki, sadź, ul, źródlana]</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>ogród sąsiedzki dziki sadź ul źródlana</td>\n",
                            "      <td>False</td>\n",
                            "      <td>True</td>\n",
                            "      <td>False</td>\n",
                            "      <td>4</td>\n",
                            "      <td>zielony  skwer  wypożyczalnia  pragi  przystan...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>GDYNIA</td>\n",
                            "      <td>Montaż słupów oświetleniowych na chodniku przy...</td>\n",
                            "      <td>0</td>\n",
                            "      <td>[montaż, słup, oświetleniowy, chodnik, ul, nis...</td>\n",
                            "      <td>False</td>\n",
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                            "      <td>False</td>\n",
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                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
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                            "      <td>False</td>\n",
                            "      <td>True</td>\n",
                            "      <td>True</td>\n",
                            "      <td>4</td>\n",
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                            "      <th>...</th>\n",
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                            "      <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",
                            "      <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>23687</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>KRAKÓW</td>\n",
                            "      <td>Zielony skwer na Zabtociu</td>\n",
                            "      <td>1</td>\n",
                            "      <td>[zielony, skwer, zabtociu]</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>zielony skwer zabtociu</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>4</td>\n",
                            "      <td>zielony  skwer  wypożyczalnia  pragi  przystan...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23688</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>KRAKÓW</td>\n",
                            "      <td>Znani Biatopradniczanie dla Mieszkanców</td>\n",
                            "      <td>0</td>\n",
                            "      <td>[znany, mieszkanców]</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>znany mieszkanców</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>6</td>\n",
                            "      <td>książka  kino  łódź  park  plenerowy  street  ...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23690</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>KRAKÓW</td>\n",
                            "      <td>ZRÓBMY SKWER PRZY FABRYCZNEJ! Edukacja i kultu...</td>\n",
                            "      <td>1</td>\n",
                            "      <td>[zrobić, skwer, fabryczny, edukacja, kultura, ...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>zrobić skwer fabryczny edukacja kultura zieleń</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>4</td>\n",
                            "      <td>zielony  skwer  wypożyczalnia  pragi  przystan...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23691</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>KRAKÓW</td>\n",
                            "      <td>Zróbmy sobie Park</td>\n",
                            "      <td>1</td>\n",
                            "      <td>[zrobić, park]</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>zrobić park</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2</td>\n",
                            "      <td>pies  wybieg  wiata  kobieta  samoobrona  prad...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23692</th>\n",
                            "      <td>2020</td>\n",
                            "      <td>KRAKÓW</td>\n",
                            "      <td>ZUMBA DLA DZIECI</td>\n",
                            "      <td>0</td>\n",
                            "      <td>[zumba, dziecko]</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>...</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>zumba dziecko</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3</td>\n",
                            "      <td>seniora  festiwal  łąka  mobilny  rodzina  par...</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>23030 rows × 63 columns</p>\n",
                            "</div>"
                        ]
                    },
                    "metadata": {},
                    "execution_count": 43
                }
            ],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": 44,
            "source": [
                "df_all.to_hdf('outputs/budzety_clean_topics_lda.h5', key='df_all')"
            ],
            "outputs": [],
            "metadata": {}
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "source": [],
            "outputs": [],
            "metadata": {}
        }
    ],
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