commit 7a0821bf19e195297e5672a3ee08ac52baf54991
Author: Mikołaj Pokrywka <mp7961@gmail.com>
Date:   Tue Mar 28 20:50:21 2023 +0200

    all done zad 3

diff --git a/README.md b/README.md
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+# Zadanie pierwsze:
+
+1. Skompresowane pliki za pomocÄ… `xz` znajdujÄ… siÄ™ w folderze `compressed`
+2. Skopresowane pliki za pomocą huffmnana na poziomie **znaków** znajdują się w folderze `on_chars`, suffix `coded` to zakodowany text, a suffix `table` tablica kodowa
+3. Skopresowane pliki za pomocą huffmnana na poziomie **wyrazów** znajdują się w folderze `on_words`, suffix `coded` to zakodowany text, a suffix `table` tablica kodowa
+4. Tabele i wnioski znajdujÄ… siÄ™ w pliku `tabele_wnioski.ipynb`
+5. Skrypty dowodzÄ…ce wykonania zadania:
+- `zad.ipynb`
+- `generate_100k_corpus.py`
diff --git a/compressed/100k_corpus.xz b/compressed/100k_corpus.xz
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diff --git a/compressed/100k_dwupunkt_p_05.xz b/compressed/100k_dwupunkt_p_05.xz
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diff --git a/compressed/100k_dwupunkt_p_09.xz b/compressed/100k_dwupunkt_p_09.xz
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diff --git a/compressed/100k_gemotric.xz b/compressed/100k_gemotric.xz
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diff --git a/compressed/100k_jednostajny.xz b/compressed/100k_jednostajny.xz
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diff --git a/generate_100k_corpus.py b/generate_100k_corpus.py
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+++ b/generate_100k_corpus.py
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+
+
+
+import random
+import string
+import numpy as np
+
+
+text = ''.join([random.choices(['0', '1'], weights=[0.1, 0.9])[0] for _ in range(100000)])
+with open('100k_dwupunkt_p_09', 'w') as f:
+    f.write(text)
+
+# ==========
+
+text = ''.join([random.choice('01') for _ in range(100000)])
+with open('100k_dwupunkt_p_05', 'w') as f:
+    f.write(text)
+
+# ==========
+
+vocab = list(string.ascii_letters + string.digits + ' ')
+vocab_len = len(vocab)
+# print(vocab_len)
+
+text = ''
+for i in range(100000):
+    r = np.random.geometric(p=0.3, size=1)[0]
+    if r > 61:
+        raise Exception('Value is: ', r)
+    text += vocab[r]
+with open('100k_gemotric', 'w') as f:
+    f.write(text)
+
+
+# ==========
+
+text = ''.join([random.choice(string.ascii_letters + string.digits + ' ') for _ in range(100000)])
+
+with open('100k_jednostajny', 'w') as f:
+    f.write(text)
+# ==========
+
+
+
+counter = 0
+f = open('100k_corpus', 'w')
+with open('News-Commentary-v16', 'r') as file:
+    for line in file:
+        
+        line = line.rstrip()
+
+
+        word_letters = ''
+        for letter in line:
+            counter +=1
+            word_letters += letter
+            if counter == 99999:
+                f.write(word_letters + '\n')
+                break
+        if counter == 99999:
+                break
+        f.write(line + '\n')
+        counter +=1
+    
\ No newline at end of file
diff --git a/huffman_tree.jpg b/huffman_tree.jpg
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diff --git a/on_chars/100k_corpus_coded b/on_chars/100k_corpus_coded
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diff --git a/on_chars/100k_corpus_coded_table b/on_chars/100k_corpus_coded_table
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diff --git a/on_chars/100k_dwupunkt_p_05_coded b/on_chars/100k_dwupunkt_p_05_coded
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![Logo 1](https://git.wmi.amu.edu.pl/AITech/Szablon/raw/branch/master/Logotyp_AITech1.jpg)\n",
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<h1> Modelowanie Języka </h1>\n",
+    "<h2> 3. <i>Entropia</i>  [ćwiczenia]</h2> \n",
+    "<h3> Jakub Pokrywka (2022)</h3>\n",
+    "</div>\n",
+    "\n",
+    "![Logo 2](https://git.wmi.amu.edu.pl/AITech/Szablon/raw/branch/master/Logotyp_AITech2.jpg)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Zadanie 1 ( 15 punktów)\n",
+    "\n",
+    "Weź teksty:\n",
+    "- z poprzednich zajęć (lub dowolny inny) w języku naturalnym i obetnij do długości 100_000 znaków\n",
+    "- wygenerowany losowo zgodnie z rozkładem jednostajnym dyskretnym z klasy [a-zA-Z0-9 ] o długości 100_000 znaków\n",
+    "- wygenerowany losowo zgodnie z rozkładem  geometrycznym (wybierz p między 0.2 a 0.8) z klasy [a-zA-Z0-9 ] o długości 100_000 znaków\n",
+    "- wygenerowany losowo zgodnie z rozkładem jednostajnym dwupunktowym p=0.5 z klasy [01] o długości 100_000 znaków\n",
+    "- wygenerowany losowo zgodnie z rozkładem jednostajnym dwupunktowym p=0.9 z klasy [01] o długości 100_000 znaków\n",
+    "\n",
+    "Następnie dla każdego z tekstów trakując je po znakach:\n",
+    "- skompresuj plik za pomocÄ… dowolnego progrmu (zip, tar lub inny)\n",
+    "- policz entropiÄ™\n",
+    "- wytrenuj kodek huffmana i zakoduj cały tekst\n",
+    "- zdekoduj pierwsze 3 znaki (jako zera i jedynki) wypisz je (z oddzieleniem na znaki)\n",
+    "- zakodowany tekst zapisz do pliku binarnego, zapisz również tablicę kodową\n",
+    "- porównaj wielkość pliku tekstowego, skompresowanego pliku tekstowego (zip, ...) oraz pliku skompresowanego hofmmanem (wraz z kodekiem)\n",
+    "\n",
+    "Uzupełnij poniższe tabelki oraz wnioski (conajmniej 5 zdań).\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### START ZADANIA"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Entropia\n",
+    "    \n",
+    "|                            | Entropia  |\n",
+    "| -----------                | ----------- |\n",
+    "| tekst  w jęz. naturalnym   |  4.490477053022786           |\n",
+    "| losowy tekst (jednostajny)   | 5.976797776033915             |\n",
+    "| losowy tekst (geometryczny)| 2.9384661505927614            |\n",
+    "| losowy tekst (dwupunktowy 0.5) |  0.9999992786523595           |\n",
+    "| losowy tekst (dwupunktowy 0.9) | 0.4672814931728006            |\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Wielkości w bitach:\n",
+    "    \n",
+    "|                        | Plik nieskompresowany  | Plik skompresowany (zip, tar,.. ) |  Plik skompresowany + tablica kodowa) |\n",
+    "| -----------                | ----------- |-----------|----------- |\n",
+    "| tekst  w jęz. naturalnym   |   100766 *8         |   36084  *8      | (56413  + 1131)  *8       |\n",
+    "| losowy tekst (jednostajny)   | 100000   *8         |  76560    *8     |  (74976   + 790) *8       |\n",
+    "| losowy tekst (geometryczny)|  100000      *8     | 38744     *8     |  (36964 +   491) *8       |\n",
+    "| losowy tekst (dwupunktowy 0.5)|   100000    *8      |    14292   *8    | (18740    + 180) *8      |\n",
+    "| losowy tekst (dwupunktowy 0.9)|   100000      *8    |   7764   *8     | (13750 +   180) *8       |"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Wnioski:\n",
+    "\n",
+    "1. W tekście w języku naturalnym wystąpiły znaki o ponad przeciętnej długosci bitowej\n",
+    "2. W tekście w języku naturalnym skompresowanie narzędziem `xz` bardziej się opłaciło \n",
+    "3. Korpusy z mniejszą entropią jest łatwiej kompresować.\n",
+    "4. Losowy tekst (jednostajny) ma większą entropię niż tekst w języku naturalnym\n",
+    "5. Czym większy alfabet tym większa tablica kodowa"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### KONIEC ZADANIA"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Zadanie 2 (10 punktów)\n",
+    "\n",
+    "Powtórz kroki z zadania 1, tylko potraktuje wiadomości jako słowa (oddzielone spacją). Jeżeli występują więcej niż jedna spacja równocześnie- usuń je.\n",
+    " \n",
+    "Do wniosków dopisz koniecznie porównanie między kodowaniem hoffmana znaków i słów.\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### START ZADANIA"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Entropia\n",
+    "    \n",
+    "|                            | Entropia    |\n",
+    "| -----------                | ----------- |\n",
+    "| tekst  w jęz. naturalnym   |   10.188508379298268          |\n",
+    "| losowy tekst (dyskretny)   |   10.629740889027198          |\n",
+    "| losowy tekst (geometryczny)|      0       |\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Wielkości w bitach:\n",
+    "    \n",
+    "|                        | Plik nieskompresowany  | Plik skompresowany (zip, tar,.. ) |  Plik skompresowany + tablica kodowa) |\n",
+    "| -----------                | ----------- |-----------|----------- |\n",
+    "| tekst  w jęz. naturalnym   |   100766 *8         |   36084  *8      | (20495  + 91497)  *8       |\n",
+    "| losowy tekst (jednostajny)   | 100000   *8         |  76560    *8     |  (2130   + 114214) *8       |\n",
+    "| losowy tekst (geometryczny)|  100000      *8     | 38744     *8     |  (1 +   100164) *8       |\n",
+    "| losowy tekst (dwupunktowy 0.5)|   100000    *8      |    14292   *8    | (1    + 100164) *8      |\n",
+    "| losowy tekst (dwupunktowy 0.9)|   100000      *8    |   7764   *8     | (1 +   100164) *8       |"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Wnioski:\n",
+    "\n",
+    "1. korpusy bez spacji majÄ… tylko jeden bajt\n",
+    "2. Korpusy bez spacji mają większą tablice kodową niż nieskompresowany plik\n",
+    "3. Kompresowanie huffmanem na słowach dla plików z jednym wyrazem nie ma sesnu\n",
+    "4. Kompresowanie na wyrazach wydaję się być gorsze niż na znakach z powodu ogromnej tablicy kodowej\n",
+    "5. W jęzuku naturalbym częściej występują te same wyrazy niż w losowym tekście (jednostajnym)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### KONIEC ZADANIA"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Zadanie 3 (20 punktów)\n",
+    "\n",
+    "stwórz ręcznie drzewo Huffmana (zrób rysunki na kartce i załącz je jako obrazek) oraz zakoduj poniższy tekst "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'kkehsoaefokjsnodjoj'"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "random.seed(444463) # <- Mój numer indeksu\n",
+    "\n",
+    "tekst = list('abcdefghijklmnoprst')\n",
+    "\n",
+    "random.shuffle(tekst)\n",
+    "\n",
+    "tekst = tekst[: 5 + random.randint(1,5)]\n",
+    "\n",
+    "tekst = [a*random.randint(1,4) for a in tekst]\n",
+    "\n",
+    "tekst = [item for sublist in tekst for item in sublist]\n",
+    "\n",
+    "''.join(tekst)\n",
+    "\n",
+    "random.shuffle(tekst)\n",
+    "\n",
+    "tekst = ''.join(tekst)\n",
+    "tekst"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "19"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(list('abcdefghijklmnoprst'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Counter({'k': 3,\n",
+       "         'e': 2,\n",
+       "         'h': 1,\n",
+       "         's': 2,\n",
+       "         'o': 4,\n",
+       "         'a': 1,\n",
+       "         'f': 1,\n",
+       "         'j': 3,\n",
+       "         'n': 1,\n",
+       "         'd': 1})"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Counter('kkehsoaefokjsnodjoj')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Start zadania"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Koniec zadania"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## WYKONANIE ZADAŃ\n",
+    "Zgodnie z instrukcjÄ… 01_Kodowanie_tekstu.ipynb"
+   ]
+  }
+ ],
+ "metadata": {
+  "author": "Jakub Pokrywka",
+  "email": "kubapok@wmi.amu.edu.pl",
+  "kernelspec": {
+   "display_name": "Python 3.8.12 64-bit",
+   "language": "python",
+   "name": "python3"
+  },
+  "lang": "pl",
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.12"
+  },
+  "subtitle": "0.Informacje na temat przedmiotu[ćwiczenia]",
+  "title": "Ekstrakcja informacji",
+  "vscode": {
+   "interpreter": {
+    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+   }
+  },
+  "year": "2021"
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/zad.ipynb b/zad.ipynb
new file mode 100644
index 0000000..e8fa81d
--- /dev/null
+++ b/zad.ipynb
@@ -0,0 +1,254 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from collections import Counter\n",
+    "from math import log\n",
+    "import random\n",
+    "from dahuffman import HuffmanCodec"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from collections import Counter\n",
+    "from math import log\n",
+    "\n",
+    "def unigram_entropy(t):\n",
+    "    counter = Counter(t)\n",
+    "\n",
+    "    total = sum(counter.values())\n",
+    "    return -sum((p := count / total) * log(p, 2) for count in counter.values())\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def save_codec_to_files(t, path):\n",
+    "    codec = HuffmanCodec.from_data(t)\n",
+    "    encoded = codec.encode(t)\n",
+    "    encoded_text = \"{:08b}\".format(int(encoded.hex(),16))\n",
+    "    # print(encoded_text)\n",
+    "    # codec.print_code_table()\n",
+    "    # print(encoded_text)\n",
+    "    with open(path, 'wb') as file:\n",
+    "        file.write(encoded)\n",
+    "    codec.save(path + '_table')\n",
+    "# save_codec_to_files(\"Ala ma kota\", 'x')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "unigram_entropy:  4.490477053022786\n",
+      "3 pierwsze znaki 10110000111001101111011\n",
+      "3 pierwsze znaki 111111000001011110000110111110111101101\n",
+      "unigram_entropy words:  10.188508379298268\n"
+     ]
+    }
+   ],
+   "source": [
+    "text = ''\n",
+    "with open('100k_corpus', 'r') as file:\n",
+    "    text = file.read()\n",
+    "\n",
+    "print('unigram_entropy: ', unigram_entropy(text))\n",
+    "codec = HuffmanCodec.from_data(text)\n",
+    "print('3 pierwsze znaki', \"{:08b}\".format(int(codec.encode(text[:3]).hex(),16)))\n",
+    "\n",
+    "codec = HuffmanCodec.from_data(text.split())\n",
+    "print('3 pierwsze znaki', \"{:08b}\".format(int(codec.encode(text.split()[:3]).hex(),16)))\n",
+    "print('unigram_entropy words: ', unigram_entropy(text.split()))\n",
+    "\n",
+    "save_codec_to_files(text, 'on_chars/100k_corpus_coded')\n",
+    "save_codec_to_files(text.split(), 'on_words/100k_corpus_coded')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "unigram_entropy:  5.976822702978705\n",
+      "3 pierwsze znaki 101100101111000110000010\n",
+      "3 pierwsze znaki 11110001000010011110110110010000\n",
+      "unigram_entropy words:  10.629740889027198\n"
+     ]
+    }
+   ],
+   "source": [
+    "text = ''\n",
+    "with open('100k_jednostajny', 'r') as file:\n",
+    "    text = file.read()\n",
+    "\n",
+    "print('unigram_entropy: ', unigram_entropy(text))\n",
+    "codec = HuffmanCodec.from_data(text)\n",
+    "print('3 pierwsze znaki', \"{:08b}\".format(int(codec.encode(text[:3]).hex(),16)))\n",
+    "\n",
+    "codec = HuffmanCodec.from_data(text.split())\n",
+    "print('3 pierwsze znaki', \"{:08b}\".format(int(codec.encode(text.split()[:3]).hex(),16)))\n",
+    "print('unigram_entropy words: ', unigram_entropy(text.split()))\n",
+    "\n",
+    "save_codec_to_files(text, 'on_chars/100k_jednostajny_coded')\n",
+    "save_codec_to_files(text.split(), 'on_words/100k_jednostajny_coded')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "unigram_entropy:  2.932690237976291\n",
+      "3 pierwsze znaki 10101111\n",
+      "3 pierwsze znaki 10000000\n",
+      "unigram_entropy words:  -0.0\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
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+      ]
+     },
+     "execution_count": 115,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "text = ''\n",
+    "with open('100k_gemotric', 'r') as file:\n",
+    "    text = file.read()\n",
+    "\n",
+    "print('unigram_entropy: ', unigram_entropy(text))\n",
+    "codec = HuffmanCodec.from_data(text)\n",
+    "print('3 pierwsze znaki', \"{:08b}\".format(int(codec.encode(text[:3]).hex(),16)))\n",
+    "\n",
+    "codec = HuffmanCodec.from_data(text.split())\n",
+    "print('3 pierwsze znaki', \"{:08b}\".format(int(codec.encode(text.split()[:3]).hex(),16)))\n",
+    "print('unigram_entropy words: ', unigram_entropy(text.split()))\n",
+    "\n",
+    "save_codec_to_files(text, 'on_chars/100k_gemotric_coded')\n",
+    "save_codec_to_files(text.split(), 'on_words/100k_gemotric_coded')\n",
+    "text.split([])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "unigram_entropy:  0.9999978659644434\n",
+      "3 pierwsze znaki 01011000\n",
+      "3 pierwsze znaki 10000000\n",
+      "unigram_entropy words:  -0.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "text = ''\n",
+    "with open('100k_dwupunkt_p_05', 'r') as file:\n",
+    "    text = file.read()\n",
+    "\n",
+    "print('unigram_entropy: ', unigram_entropy(text))\n",
+    "codec = HuffmanCodec.from_data(text)\n",
+    "print('3 pierwsze znaki', \"{:08b}\".format(int(codec.encode(text[:3]).hex(),16)))\n",
+    "\n",
+    "codec = HuffmanCodec.from_data(text.split())\n",
+    "print('3 pierwsze znaki', \"{:08b}\".format(int(codec.encode(text.split()[:3]).hex(),16)))\n",
+    "print('unigram_entropy words: ', unigram_entropy(text.split()))\n",
+    "\n",
+    "save_codec_to_files(text, 'on_chars/100k_dwupunkt_p_05_coded')\n",
+    "save_codec_to_files(text.split(), 'on_words/100k_dwupunkt_p_05_coded')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "unigram_entropy:  0.4689321918830734\n",
+      "3 pierwsze znaki 11100000\n",
+      "3 pierwsze znaki 10000000\n",
+      "unigram_entropy words:  -0.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "text = ''\n",
+    "with open('100k_dwupunkt_p_09', 'r') as file:\n",
+    "    text = file.read()\n",
+    "\n",
+    "print('unigram_entropy: ', unigram_entropy(text))\n",
+    "codec = HuffmanCodec.from_data(text)\n",
+    "print('3 pierwsze znaki', \"{:08b}\".format(int(codec.encode(text[:3]).hex(),16)))\n",
+    "\n",
+    "codec = HuffmanCodec.from_data(text.split())\n",
+    "print('3 pierwsze znaki', \"{:08b}\".format(int(codec.encode(text.split()[:3]).hex(),16)))\n",
+    "print('unigram_entropy words: ', unigram_entropy(text.split()))\n",
+    "\n",
+    "save_codec_to_files(text, 'on_chars/100k_dwupunkt_p_09_coded')\n",
+    "save_codec_to_files(text.split(), 'on_words/100k_dwupunkt_p_09_coded')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.8.12 64-bit",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.12"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}