fixed IUM_zadanie.ipynb file
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"cell_type": "code",
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"execution_count": 41,
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"execution_count": null,
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"metadata": {
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"metadata": {
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"slideshow": {
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"colab": {
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"slide_type": "slide"
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"id": "zPOfPO5LAOqy",
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"text": [
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"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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"Requirement already satisfied: kaggle in /usr/local/lib/python3.9/dist-packages (1.5.13)\n",
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"Requirement already satisfied: requests in /usr/local/lib/python3.9/dist-packages (from kaggle) (2.27.1)\n",
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"Requirement already satisfied: python-slugify in /usr/local/lib/python3.9/dist-packages (from kaggle) (8.0.1)\n",
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"Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.9/dist-packages (from kaggle) (1.16.0)\n",
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"Requirement already satisfied: tqdm in /usr/local/lib/python3.9/dist-packages (from kaggle) (4.65.0)\n",
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"Requirement already satisfied: certifi in /usr/local/lib/python3.9/dist-packages (from kaggle) (2022.12.7)\n",
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"Requirement already satisfied: python-dateutil in /usr/local/lib/python3.9/dist-packages (from kaggle) (2.8.2)\n",
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"Requirement already satisfied: urllib3 in /usr/local/lib/python3.9/dist-packages (from kaggle) (1.26.15)\n",
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"Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.9/dist-packages (from python-slugify->kaggle) (1.3)\n",
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"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests->kaggle) (3.4)\n",
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"Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.9/dist-packages (from requests->kaggle) (2.0.12)\n",
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"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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"Requirement already satisfied: pandas in /usr/local/lib/python3.9/dist-packages (1.4.4)\n",
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"Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.9/dist-packages (from pandas) (2.8.2)\n",
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"Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.9/dist-packages (from pandas) (2022.7.1)\n",
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"Requirement already satisfied: numpy>=1.18.5 in /usr/local/lib/python3.9/dist-packages (from pandas) (1.22.4)\n",
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"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.9/dist-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)\n"
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]
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}
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],
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"source": [
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"!pip install --user kaggle\n",
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"!pip install --user pandas"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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"id": "gc7VHACRAOq0",
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"outputId": "20220fe9-e872-451b-f759-b4cfff91bc51"
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"outputs": [
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"Traceback (most recent call last):\n",
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" File \"/usr/local/bin/kaggle\", line 5, in <module>\n",
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" from kaggle.cli import main\n",
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" File \"/usr/local/lib/python3.9/dist-packages/kaggle/__init__.py\", line 23, in <module>\n",
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" api.authenticate()\n",
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" File \"/usr/local/lib/python3.9/dist-packages/kaggle/api/kaggle_api_extended.py\", line 164, in authenticate\n",
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" raise IOError('Could not find {}. Make sure it\\'s located in'\n",
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"OSError: Could not find kaggle.json. Make sure it's located in /root/.kaggle. Or use the environment method.\n"
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]
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}
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],
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"source": [
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"!kaggle datasets download -d dylanjcastillo/7k-books-with-metadata"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {
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"id": "utslvpN1AOq0",
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"outputId": "dda342a0-18dc-40a7-86bd-b233844c1231",
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"colab": {
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"base_uri": "https://localhost:8080/"
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}
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"Archive: 7k-books-with-metadata.zip\n",
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" inflating: books.csv \n"
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]
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}
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],
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"source": [
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"!unzip -o 7k-books-with-metadata.zip"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"metadata": {
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"id": "k9Q3DwbiAOq0",
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"outputId": "ab0a4f14-188b-41d6-c3fe-0553d80aa648",
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 676
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}
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"outputs": [
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{
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"output_type": "execute_result",
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"data": {
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"data": {
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"text/plain": [
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" isbn13 isbn10 title \\\n",
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"0 9780002005883 0002005883 Gilead \n",
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"1 9780002261982 0002261987 Spider's Web \n",
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"2 9780006163831 0006163831 The One Tree \n",
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"3 9780006178736 0006178731 Rage of angels \n",
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"4 9780006280897 0006280897 The Four Loves \n",
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"... ... ... ... \n",
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"6805 9788185300535 8185300534 I Am that \n",
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"6806 9788185944609 8185944601 Secrets Of The Heart \n",
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"6807 9788445074879 8445074873 Fahrenheit 451 \n",
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"6808 9789027712059 9027712050 The Berlin Phenomenology \n",
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"6809 9789042003408 9042003405 'I'm Telling You Stories' \n",
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"\n",
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" subtitle \\\n",
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"0 NaN \n",
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"1 A Novel \n",
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"2 NaN \n",
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"3 NaN \n",
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"4 NaN \n",
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"... ... \n",
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"6805 Talks with Sri Nisargadatta Maharaj \n",
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"6806 NaN \n",
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"6807 NaN \n",
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"6808 NaN \n",
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"6809 Jeanette Winterson and the Politics of Reading \n",
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"\n",
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" authors \\\n",
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"0 Marilynne Robinson \n",
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"1 Charles Osborne;Agatha Christie \n",
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"2 Stephen R. Donaldson \n",
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"3 Sidney Sheldon \n",
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"4 Clive Staples Lewis \n",
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"... ... \n",
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"6805 Sri Nisargadatta Maharaj;Sudhakar S. Dikshit \n",
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"6806 Khalil Gibran \n",
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"6807 Ray Bradbury \n",
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"6808 Georg Wilhelm Friedrich Hegel \n",
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"6809 Helena Grice;Tim Woods \n",
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"\n",
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" categories \\\n",
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"0 Fiction \n",
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"1 Detective and mystery stories \n",
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"2 American fiction \n",
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"3 Fiction \n",
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"4 Christian life \n",
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"... ... \n",
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"6805 Philosophy \n",
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"6806 Mysticism \n",
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"6807 Book burning \n",
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"6808 History \n",
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"6809 Literary Criticism \n",
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"\n",
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" thumbnail \\\n",
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"0 http://books.google.com/books/content?id=KQZCP... \n",
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"1 http://books.google.com/books/content?id=gA5GP... \n",
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"2 http://books.google.com/books/content?id=OmQaw... \n",
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"3 http://books.google.com/books/content?id=FKo2T... \n",
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"4 http://books.google.com/books/content?id=XhQ5X... \n",
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"... ... \n",
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"6805 http://books.google.com/books/content?id=Fv_JP... \n",
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"6806 http://books.google.com/books/content?id=XcrVp... \n",
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"6807 NaN \n",
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"6808 http://books.google.com/books/content?id=Vy7Sk... \n",
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"6809 http://books.google.com/books/content?id=2lVyR... \n",
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"\n",
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" description published_year \\\n",
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"0 A NOVEL THAT READERS and critics have been eag... 2004.0 \n",
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"1 A new 'Christie for Christmas' -- a full-lengt... 2000.0 \n",
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"2 Volume Two of Stephen Donaldson's acclaimed se... 1982.0 \n",
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"3 A memorable, mesmerizing heroine Jennifer -- b... 1993.0 \n",
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"4 Lewis' work on the nature of love divides love... 2002.0 \n",
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"... ... ... \n",
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"6805 This collection of the timeless teachings of o... 1999.0 \n",
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"6806 NaN 1993.0 \n",
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"6807 NaN 2004.0 \n",
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"6808 Since the three volume edition ofHegel's Philo... 1981.0 \n",
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"6809 This is a jubilant and rewarding collection of... 1998.0 \n",
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"\n",
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" average_rating num_pages ratings_count \n",
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"0 3.85 247.0 361.0 \n",
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"1 3.83 241.0 5164.0 \n",
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"2 3.97 479.0 172.0 \n",
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"3 3.93 512.0 29532.0 \n",
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"4 4.15 170.0 33684.0 \n",
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"... ... ... ... \n",
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"6805 4.51 531.0 104.0 \n",
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"6806 4.08 74.0 324.0 \n",
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"6807 3.98 186.0 5733.0 \n",
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"6808 0.00 210.0 0.0 \n",
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"6809 3.70 136.0 10.0 \n",
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"\n",
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"[6810 rows x 12 columns]"
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],
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"text/html": [
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"\n",
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" <div id=\"df-65d5a23c-fc61-4f09-a1fe-41189afea541\">\n",
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" <div class=\"colab-df-container\">\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" .dataframe tbody tr th:only-of-type {\n",
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@ -213,106 +409,87 @@
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" </tbody>\n",
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" </tbody>\n",
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"</table>\n",
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"</table>\n",
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"<p>6810 rows × 12 columns</p>\n",
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"<p>6810 rows × 12 columns</p>\n",
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],
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"0 9780002005883 0002005883 Gilead \n",
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"1 9780002261982 0002261987 Spider's Web \n",
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"2 9780006163831 0006163831 The One Tree \n",
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"3 9780006178736 0006178731 Rage of angels \n",
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"4 9780006280897 0006280897 The Four Loves \n",
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"... ... ... ... \n",
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"6805 9788185300535 8185300534 I Am that \n",
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"6806 9788185944609 8185944601 Secrets Of The Heart \n",
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"6807 9788445074879 8445074873 Fahrenheit 451 \n",
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"6808 9789027712059 9027712050 The Berlin Phenomenology \n",
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"6809 9789042003408 9042003405 'I'm Telling You Stories' \n",
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" \n",
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" \n",
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" subtitle \\\n",
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"4 NaN \n",
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" </button>\n",
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"... ... \n",
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"6805 Talks with Sri Nisargadatta Maharaj \n",
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"6806 NaN \n",
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"6807 NaN \n",
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"6808 NaN \n",
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"6809 Jeanette Winterson and the Politics of Reading \n",
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" \n",
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" \n",
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" authors \\\n",
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" <style>\n",
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"0 Marilynne Robinson \n",
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" .colab-df-container {\n",
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"1 Charles Osborne;Agatha Christie \n",
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" display:flex;\n",
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"2 Stephen R. Donaldson \n",
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" flex-wrap:wrap;\n",
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"3 Sidney Sheldon \n",
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" gap: 12px;\n",
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"4 Clive Staples Lewis \n",
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" }\n",
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"... ... \n",
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"6805 Sri Nisargadatta Maharaj;Sudhakar S. Dikshit \n",
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"6806 Khalil Gibran \n",
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"6807 Ray Bradbury \n",
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"6808 Georg Wilhelm Friedrich Hegel \n",
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"6809 Helena Grice;Tim Woods \n",
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"\n",
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"\n",
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" categories \\\n",
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" .colab-df-convert {\n",
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"0 Fiction \n",
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" background-color: #E8F0FE;\n",
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"1 Detective and mystery stories \n",
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" border: none;\n",
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"2 American fiction \n",
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" border-radius: 50%;\n",
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"3 Fiction \n",
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" cursor: pointer;\n",
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"4 Christian life \n",
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" display: none;\n",
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"... ... \n",
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" fill: #1967D2;\n",
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"6805 Philosophy \n",
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" height: 32px;\n",
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"6806 Mysticism \n",
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" padding: 0 0 0 0;\n",
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"6807 Book burning \n",
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" width: 32px;\n",
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"6808 History \n",
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" }\n",
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"6809 Literary Criticism \n",
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"\n",
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"\n",
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" thumbnail \\\n",
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" .colab-df-convert:hover {\n",
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"0 http://books.google.com/books/content?id=KQZCP... \n",
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" background-color: #E2EBFA;\n",
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"1 http://books.google.com/books/content?id=gA5GP... \n",
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" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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"2 http://books.google.com/books/content?id=OmQaw... \n",
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" fill: #174EA6;\n",
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"3 http://books.google.com/books/content?id=FKo2T... \n",
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" }\n",
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"4 http://books.google.com/books/content?id=XhQ5X... \n",
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"... ... \n",
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"6805 http://books.google.com/books/content?id=Fv_JP... \n",
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"6806 http://books.google.com/books/content?id=XcrVp... \n",
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"6807 NaN \n",
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||||||
"6808 http://books.google.com/books/content?id=Vy7Sk... \n",
|
|
||||||
"6809 http://books.google.com/books/content?id=2lVyR... \n",
|
|
||||||
"\n",
|
"\n",
|
||||||
" description published_year \\\n",
|
" [theme=dark] .colab-df-convert {\n",
|
||||||
"0 A NOVEL THAT READERS and critics have been eag... 2004.0 \n",
|
" background-color: #3B4455;\n",
|
||||||
"1 A new 'Christie for Christmas' -- a full-lengt... 2000.0 \n",
|
" fill: #D2E3FC;\n",
|
||||||
"2 Volume Two of Stephen Donaldson's acclaimed se... 1982.0 \n",
|
" }\n",
|
||||||
"3 A memorable, mesmerizing heroine Jennifer -- b... 1993.0 \n",
|
|
||||||
"4 Lewis' work on the nature of love divides love... 2002.0 \n",
|
|
||||||
"... ... ... \n",
|
|
||||||
"6805 This collection of the timeless teachings of o... 1999.0 \n",
|
|
||||||
"6806 NaN 1993.0 \n",
|
|
||||||
"6807 NaN 2004.0 \n",
|
|
||||||
"6808 Since the three volume edition ofHegel's Philo... 1981.0 \n",
|
|
||||||
"6809 This is a jubilant and rewarding collection of... 1998.0 \n",
|
|
||||||
"\n",
|
"\n",
|
||||||
" average_rating num_pages ratings_count \n",
|
" [theme=dark] .colab-df-convert:hover {\n",
|
||||||
"0 3.85 247.0 361.0 \n",
|
" background-color: #434B5C;\n",
|
||||||
"1 3.83 241.0 5164.0 \n",
|
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||||||
"2 3.97 479.0 172.0 \n",
|
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||||||
"3 3.93 512.0 29532.0 \n",
|
" fill: #FFFFFF;\n",
|
||||||
"4 4.15 170.0 33684.0 \n",
|
" }\n",
|
||||||
"... ... ... ... \n",
|
" </style>\n",
|
||||||
"6805 4.51 531.0 104.0 \n",
|
|
||||||
"6806 4.08 74.0 324.0 \n",
|
|
||||||
"6807 3.98 186.0 5733.0 \n",
|
|
||||||
"6808 0.00 210.0 0.0 \n",
|
|
||||||
"6809 3.70 136.0 10.0 \n",
|
|
||||||
"\n",
|
"\n",
|
||||||
"[6810 rows x 12 columns]"
|
" <script>\n",
|
||||||
|
" const buttonEl =\n",
|
||||||
|
" document.querySelector('#df-65d5a23c-fc61-4f09-a1fe-41189afea541 button.colab-df-convert');\n",
|
||||||
|
" buttonEl.style.display =\n",
|
||||||
|
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||||||
|
"\n",
|
||||||
|
" async function convertToInteractive(key) {\n",
|
||||||
|
" const element = document.querySelector('#df-65d5a23c-fc61-4f09-a1fe-41189afea541');\n",
|
||||||
|
" const dataTable =\n",
|
||||||
|
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||||||
|
" [key], {});\n",
|
||||||
|
" if (!dataTable) return;\n",
|
||||||
|
"\n",
|
||||||
|
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||||||
|
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||||||
|
" + ' to learn more about interactive tables.';\n",
|
||||||
|
" element.innerHTML = '';\n",
|
||||||
|
" dataTable['output_type'] = 'display_data';\n",
|
||||||
|
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||||||
|
" const docLink = document.createElement('div');\n",
|
||||||
|
" docLink.innerHTML = docLinkHtml;\n",
|
||||||
|
" element.appendChild(docLink);\n",
|
||||||
|
" }\n",
|
||||||
|
" </script>\n",
|
||||||
|
" </div>\n",
|
||||||
|
" </div>\n",
|
||||||
|
" "
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 41,
|
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"execution_count": 16
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"source": [
|
"source": [
|
||||||
@ -323,12 +500,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 42,
|
"execution_count": null,
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"scrolled": true,
|
"scrolled": true,
|
||||||
"slideshow": {
|
"id": "WgVroQDTAOq1",
|
||||||
"slide_type": "slide"
|
"outputId": "932fdfce-1d65-4290-cc5d-cc053f4fa459"
|
||||||
}
|
|
||||||
},
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
@ -614,12 +790,10 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 43,
|
"execution_count": null,
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"scrolled": false,
|
"id": "1hwHH65hAOq1",
|
||||||
"slideshow": {
|
"outputId": "0b3e32ab-230b-4d9d-db8a-d2d25e57161b"
|
||||||
"slide_type": "slide"
|
|
||||||
}
|
|
||||||
},
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
@ -651,8 +825,10 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 44,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "mZMFUt2pAOq1"
|
||||||
|
},
|
||||||
"outputs": [],
|
"outputs": [],
|
||||||
"source": [
|
"source": [
|
||||||
"books.drop('thumbnail', inplace=True, axis=1)\n",
|
"books.drop('thumbnail', inplace=True, axis=1)\n",
|
||||||
@ -664,8 +840,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 45,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "y6I2PKuhAOq1",
|
||||||
|
"outputId": "2e03efc3-e8e3-4cc8-abb8-97e0594665be"
|
||||||
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
@ -691,8 +870,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 46,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "21R7h40lAOq1",
|
||||||
|
"outputId": "4c9f746b-4347-4cd3-cdae-21e7bc818f2c"
|
||||||
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
@ -895,8 +1077,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 47,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "lx9gqh7UAOq2",
|
||||||
|
"outputId": "651a374e-eb8c-426f-faa0-c1cd6c9762bb"
|
||||||
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
@ -1082,8 +1267,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 48,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "J7DUOhOwAOq2",
|
||||||
|
"outputId": "3bce3396-8f22-41a4-ebfb-9895ad2bb73c"
|
||||||
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
@ -1113,8 +1301,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 49,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "4R3GDLXgAOq2",
|
||||||
|
"outputId": "4d3a9d8a-f37d-4cba-ebbb-0615571396f4"
|
||||||
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
@ -1144,8 +1335,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 50,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "YSLMCB4nAOq2",
|
||||||
|
"outputId": "ccdb49cc-9037-4995-9d0b-c0a749f6eae1"
|
||||||
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
@ -1175,8 +1369,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 52,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "D8HrFKIGAOq3",
|
||||||
|
"outputId": "20a73c84-1b66-4dd8-fa99-caba6ca68b29"
|
||||||
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
@ -1206,11 +1403,9 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 54,
|
"execution_count": null,
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"slideshow": {
|
"id": "utiDxb60AOq3"
|
||||||
"slide_type": "slide"
|
|
||||||
}
|
|
||||||
},
|
},
|
||||||
"outputs": [],
|
"outputs": [],
|
||||||
"source": [
|
"source": [
|
||||||
@ -1223,8 +1418,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 55,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "rS0epPE6AOq3",
|
||||||
|
"outputId": "f704dda5-95e7-474b-a9b3-d8e107067710"
|
||||||
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
@ -1439,8 +1637,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 56,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "oUWEVGaGAOq3",
|
||||||
|
"outputId": "6a053600-98a9-4990-ae44-cb8eeda97293"
|
||||||
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
@ -1626,8 +1827,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 57,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "yXkOfB9bAOq3",
|
||||||
|
"outputId": "3fc9e96e-8fe0-490c-d6b5-71b21277aa0a"
|
||||||
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
@ -1813,8 +2017,11 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 58,
|
"execution_count": null,
|
||||||
"metadata": {},
|
"metadata": {
|
||||||
|
"id": "CWG6q0ixAOq4",
|
||||||
|
"outputId": "367a1088-975b-4da2-e333-50152a4fcbc3"
|
||||||
|
},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
@ -2004,7 +2211,7 @@
|
|||||||
"celltoolbar": "Slideshow",
|
"celltoolbar": "Slideshow",
|
||||||
"email": "tomasz.zietkiewicz@amu.edu.pl",
|
"email": "tomasz.zietkiewicz@amu.edu.pl",
|
||||||
"kernelspec": {
|
"kernelspec": {
|
||||||
"display_name": "Python 3",
|
"display_name": "Python 3 (ipykernel)",
|
||||||
"language": "python",
|
"language": "python",
|
||||||
"name": "python3"
|
"name": "python3"
|
||||||
},
|
},
|
||||||
@ -2019,7 +2226,7 @@
|
|||||||
"name": "python",
|
"name": "python",
|
||||||
"nbconvert_exporter": "python",
|
"nbconvert_exporter": "python",
|
||||||
"pygments_lexer": "ipython3",
|
"pygments_lexer": "ipython3",
|
||||||
"version": "3.9.2"
|
"version": "3.10.10"
|
||||||
},
|
},
|
||||||
"slideshow": {
|
"slideshow": {
|
||||||
"slide_type": "slide"
|
"slide_type": "slide"
|
||||||
@ -2039,8 +2246,11 @@
|
|||||||
"toc_section_display": false,
|
"toc_section_display": false,
|
||||||
"toc_window_display": false
|
"toc_window_display": false
|
||||||
},
|
},
|
||||||
"year": "2021"
|
"year": "2021",
|
||||||
|
"colab": {
|
||||||
|
"provenance": []
|
||||||
|
}
|
||||||
},
|
},
|
||||||
"nbformat": 4,
|
"nbformat": 4,
|
||||||
"nbformat_minor": 4
|
"nbformat_minor": 0
|
||||||
}
|
}
|
Loading…
Reference in New Issue
Block a user