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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 95-865: Clustering on Text\n",
"\n",
"Author: George H. Chen (georgechen [at symbol] cmu.edu)\n",
"\n",
"We begin with some boilerplate imports."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"np.set_printoptions(precision=5, suppress=True)\n",
"\n",
"# these next two lines are needed on my old Intel Mac laptop due to some weird software update issue and also a memory issue\n",
"import os\n",
"os.environ['LOKY_MAX_CPU_COUNT'] = '1'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loading in Data\n",
"\n",
"Let's load a preprocessed version of the 20 Newsgroups dataset: [download here](https://www.andrew.cmu.edu/user/georgech/95-865/Lectures/lemmatized_text.xz).\n",
"\n",
"The code notebook that produces the above preprocessed dataset is available here: [GitHub gist](https://gist.github.com/georgehc/3a0781dcedb6bbdc159c0fc17409b5d4)."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"\n",
"with open('lemmatized_text.xz', 'rb') as f:\n",
" docs = pickle.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
" Koberg , \n",
"\n",
"\t just a couple of minor correction here ... \n",
"\n",
"\t 1 ) the church of Christ do not usually believe in speak in \n",
" tongue , in fact many of they be know for be strongly oppose to \n",
" pentecostal teaching . you be probably think of Church of God in \n",
" Christ , the large african - american Pentecostal denomination . \n",
"\n",
"\t 2 ) I be not sure what you mean by \" signify believer \" but it \n",
" should be point out that the assembly of God do not now , nor have it \n",
" ever , hold that speak in tongue be the sign that one be a Christian . \n",
" the doctrine that traditional pentecostal ( include the A / g ) maintain be \n",
" that speak in tongue be the sign of a second experience after become \n",
" a Christian in which one be \" baptize in the Holy Spirit \" that may be \n",
" what you be refer to , but I point this out because pentecostal be \n",
" frequently label as believe that you have to speak in tongue in order \n",
" to be a Christian . such a position be only hold by some group and not the \n",
" majority of Pentecostals . many Pentecostals will quote the passage in \n",
" Mark 16 about \" these sign follow they that believe \" but they generally \n",
" do not interpret this as mean if you do not pactice the sign you be not \n",
" \" save \" . \n",
"\n",
"\t 3 ) I know it be hard to summarize the belief of a movement that \n",
" have such diversity , but I think you have make some pretty big \n",
" generalization here . do \" Neo - Pentecostals \" only believe in tongue as a \n",
" sign and tongue as prayer but not tongue as revelatory with a message ? \n",
" I have never hear of that before . in fact I would have characterize they \n",
" as believe the same as pentecostal except less likely to see tongue as \n",
" a sign of Spirit Baptism . also , while neo - Pentecostals may not be \n",
" incline to speak in tongue in the non - pentecostal church they attend , \n",
" they do have their own meeting and , in many case , a whole church will be \n",
" charismatic .\n"
]
}
],
"source": [
"print(docs[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Computing term frequencies for every document\n",
"\n",
"We now fit a `CountVectorizer` model that will compute, for each post, what its raw word count histograms are (the \"term frequencies\" we saw in week 1).\n",
"\n",
"The output of the following cell is the term-frequencies matrix, where rows index different posts/text documents, and columns index different vocabulary words. A note about the arguments to `CountVectorizer`:\n",
"\n",
"- `max_df`: we only keep words that appear in at most this fraction of the documents\n",
"- `min_df`: we only keep words that appear in at least this many documents\n",
"- `stop_words`: whether to remove stop words\n",
"- `max_features`: among words that don't get removed due to the above 3 arguments, we keep the top `max_features` number of most frequently occuring words"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"vocab_size = 30000\n",
"\n",
"from sklearn.feature_extraction.text import CountVectorizer\n",
"\n",
"# CountVectorizer does tokenization and can remove terms that occur too frequently, not frequently enough, or that are stop words\n",
"\n",
"# document frequency (df) means number of documents a word appears in\n",
"tf_vectorizer = CountVectorizer(max_df=0.8,\n",
" min_df=2,\n",
" stop_words='english',\n",
" max_features=vocab_size)\n",
"tf = tf_vectorizer.fit_transform(docs)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can verify that there are 10,000 rows (corresponding to posts), and 30,000 columns (corresponding to words)."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(10000, 30000)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tf.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A note about the `tf` matrix: this actually is stored as what's called a sparse matrix (rather than a 2D NumPy array that you're more familiar with). The reason is that often these matrices are really large and the vast majority of entries are 0, so it's possible to save space by not storing where the 0's are."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"scipy.sparse._csr.csr_matrix"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(tf)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" To convert `tf` to a 2D NumPy table, you can run `tf.toarray()` (this does not modify the original `tf` variable)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"numpy.ndarray"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(tf.toarray())"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"tf = tf.toarray()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can figure out what words the different columns correspond to by using the `get_feature_names_out()` function; the output is in the same order as the column indices. In particular, we can index into the following list (i.e., so given a column index, we can figure out which word it corresponds to)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"vocab = tf_vectorizer.get_feature_names_out()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['00', '000', '0000', ..., 'zy', 'zyxel', 'zz'], dtype=object)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vocab"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also go in reverse: given a word, we can figure out which column index it corresponds to. To do this, we use the `vocabulary_` attribute. (This converts a word into a \"word index\".)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"26378"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tf_vectorizer.vocabulary_['technology']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We write a few helper functions that cover concepts we've seen in previous lecture demos."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def get_top_words(tf_1d_table, vocab, num_top_words=20):\n",
" return sorted(zip(tf_1d_table, vocab), reverse=True)[:num_top_words]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def print_top_words(tf_1d_table, vocab, num_top_words=20):\n",
" sorted_tuples = get_top_words(tf_1d_table, vocab, num_top_words)\n",
"\n",
" for _, word in sorted_tuples:\n",
" print(word, end=' ')\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def plot_top_words(tf_1d_table, vocab, num_top_words=20, divide_by_sum=False):\n",
" if divide_by_sum:\n",
" tf_1d_table = tf_1d_table / tf_1d_table.sum()\n",
" sorted_tuples = get_top_words(tf_1d_table, vocab, num_top_words)\n",
" top_counts, top_words = zip(*sorted_tuples)\n",
"\n",
" plt.bar(range(num_top_words), top_counts)\n",
" plt.xticks(range(num_top_words), top_words, rotation=90)\n",
" plt.xlabel('Word')\n",
" plt.ylabel('Frequency')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"from wordcloud import WordCloud\n",
"\n",
"def plot_word_cloud(tf_1d_table, vocab, num_top_words=20):\n",
" wc = WordCloud(max_words=num_top_words, random_state=0)\n",
" wc.generate_from_frequencies(dict(zip(vocab, tf_1d_table)))\n",
" plt.imshow(wc)\n",
" plt.gca().set_axis_off()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's visualize a row of `tf`."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0, 0, 0, ..., 0, 0, 0])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tf[0]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_top_words(tf[0], vocab)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_word_cloud(tf[0], vocab)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tongue sign speak believe pentecostals church christian think spirit point neo mean know hold god fact christ usually traditional teaching \n"
]
}
],
"source": [
"print_top_words(tf[0], vocab)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also visualize the term frequencies across all 10,000 documents by summing across the documents' different feature vectors."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_top_words(tf.sum(axis=0), vocab)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_word_cloud(tf.sum(axis=0), vocab)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What happens when we try PCA?\n",
"\n",
"Let's directly apply PCA to the raw count (term frequency) feature vectors and see what happens."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA\n",
"pca = PCA(n_components=2, random_state=0) # for large datasets, by default PCA actually does random fitting\n",
"tf_pca = pca.fit_transform(tf) # sklearn's PCA class can actually directly work on the sparse matrix format"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.98537, 0.0014 ])"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pca.explained_variance_ratio_"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-564.5599018997915,\n",
" 11730.550093230198,\n",
" -285.09911409527194,\n",
" 590.2228797852913)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(tf_pca[:, 0], tf_pca[:, 1], alpha=.5)\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here are a few exercises you can try for yourself (the answers to these are for you to figure out and not included in this demo notebook):\n",
"\n",
"- Verify for yourself that the single word that has the highest weight for the first principal component (or in Python indexing, since we start counting from 0, the \"0-th\" principal component) is \"ax\".\n",
"- Verify for yourself that in the PCA plot above, nearly all documents map approximately to (0, 0).\n",
"- For each document that mentions the word \"ax\", plot what the top words are for each of these documents. What do you notice?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Filtering the documents and then building a new vectorizer\n",
"\n",
"It turns out that many of the documents don't really consist of valid English text. Let's only keep documents where at least 50% of the top 10 words in the document are valid English words.\n",
"\n",
"Note that the code below uses a set of English words from NLTK. For the code to work, you need to first download the listing of valid words:\n",
"\n",
"```\n",
"import nltk\n",
"nltk.download('words')\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"from nltk.corpus import words\n",
"\n",
"valid_english_words = set(words.words())"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 10000/10000 [01:52<00:00, 88.70it/s]\n"
]
}
],
"source": [
"from tqdm import tqdm\n",
"\n",
"docs_to_keep = []\n",
"\n",
"num_top_words_to_check = 10\n",
"for doc_idx, row in enumerate(tqdm(tf)):\n",
" sorted_tuples = get_top_words(row, vocab)\n",
"\n",
" num_valid_english_words = 0\n",
" for count, word in sorted_tuples[:num_top_words_to_check]:\n",
" if word in valid_english_words:\n",
" num_valid_english_words += 1\n",
"\n",
" if num_valid_english_words / num_top_words_to_check >= .5:\n",
" docs_to_keep.append(doc_idx)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"8946"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(docs_to_keep)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"filtered_docs = [docs[doc_idx] for doc_idx in docs_to_keep]\n",
"\n",
"filtered_tf_vectorizer = CountVectorizer(max_df=0.06,\n",
" min_df=0.0005,\n",
" stop_words='english',\n",
" max_features=vocab_size)\n",
"filtered_tf = filtered_tf_vectorizer.fit_transform(filtered_docs).toarray()\n",
"\n",
"filtered_vocab = filtered_tf_vectorizer.get_feature_names_out()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"11707"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(filtered_vocab)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Normalization\n",
"\n",
"Even with the above filtering steps, the different text documents vary wildly in the number of words they contain."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Number of documents')"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AAJ/htgO8c3JylJOT467hPM5qtSo6Olrt2rXzdikAAMCHubwbbvbs2XbPjTE6evSo/vnPf6pHjx5uK8zTkpKSlJSUpNzcXIWGhnq7HAAA4KNcDksvvfSS3XM/Pz/VqFFDiYmJGj9+vNsKAwAA8AUuh6WsrCxP1AEAAOCTXD5mKScnR6dPny7Sfvr0aeXm5rqlKAAAAF/hclj605/+pIULFxZpf/fdd/WnP/3JLUUBAAD4CpfD0oYNG9StW7ci7V27dtWGDRvcUhQAAICvcDksXbx4UVeuXCnSfvnyZV24cMEtRQEAAPgKl8NS+/bt9cYbbxRpnzNnjmJjY91SFAAAgK9w+Wy4qVOnKj4+Xtu3b1f37t0lSWlpadq0aZNWrlzp9gIBAAC8yeWw1KlTJ61fv17PP/+83n33XVWoUEEtW7bU22+/rYYNG3qiRhQjatxSj4x7YFpPj4wLAMCtyuWwJEmtWrXSf/7zH3fXAgAA4HNKFJYKCgq0ZMkSZWRkSJKaNWum3r17y9/f363FAQAAeJvLYWnfvn3q2bOnfvjhBzVu3FiSlJKSosjISC1dulR33HGH24sEAADwFpfPhhsxYoRuv/12ZWdna+vWrdq6dasOHTqk+vXra8SIEZ6oEQAAwGtc3rK0Zs0affPNN6pataqtrVq1apo2bZo6derk1uIAAAC8zeUtS4GBgTp37lyR9ry8PAUEBLilKAAAAF/hclj63e9+p2HDhmnDhg0yxsgYo2+++UaPPfaYevfu7YkaAQAAvMblsDR79mzdcccd6tixo4KCghQUFKROnTqpQYMGevnllz1RIwAAgNe4fMxSWFiYPvzwQ+3du1e7d++WJDVt2lQNGjRwe3EAAADeVqLrLElSw4YNfeKK3dnZ2Xr44Yd14sQJlStXTs8884z++Mc/erssAABQSjgVlpKTk50ecObMmSUupiTKlSunWbNmqVWrVjp27JhiY2N13333qWLFije1DgAAUDo5FZa2bdtm93zr1q26cuWK7aKUe/bskb+/v2JjY91f4a+oWbOmatasKUmKiIhQ9erVdfr0acISAABwC6cO8F61apXt0atXL3Xp0kU//PCD7aKU2dnZ6tatm3r2dP0mrGvXrlWvXr1Uq1YtWSwWLVmypEgfq9WqqKgoBQUFKS4uThs3bix2rC1btqigoECRkZEu1wEAAFAcl8+GmzFjhlJSUlSlShVbW5UqVTR16lTNmDHD5QLy8/MVExMjq9Va7PJFixYpOTlZEydO1NatWxUTE6OEhASdOHHCrt/p06f1yCOP6I033nC4vosXLyo3N9fuAQAAcD0uh6Xc3FydPHmySPvJkyeLvVjlr+nRo4emTp2qvn37Frt85syZGjp0qAYNGqTo6GjNmTNHwcHBmjt3rq3PxYsXdf/992vcuHG68847Ha4vJSVFoaGhtgdboQAAgCMuh6W+fftq0KBB+uCDD/TDDz/ohx9+0Pvvv68hQ4aoX79+bi3u0qVL2rJli+Lj4/9XsJ+f4uPjtX79ekmSMUYDBw7U3XffrYcffvhXxxw/frxycnJsj+zsbLfWDAAASheXLx0wZ84cjRkzRg8++KAuX7788yDlymnIkCF64YUX3FrcqVOnVFBQoPDwcLv28PBw2zWe1q1bp0WLFqlly5a2453++c9/qkWLFsWOGRgYqMDAQLfWCQAASi+Xw1JwcLBee+01vfDCC9q/f78k6Y477vDa2Wd33XWXCgsLvbJuAABQ+pX4opQVK1ZUy5Yt3VlLEdWrV5e/v7+OHz9u1378+HFFRETc0NhWq1VWq1UFBQU3NA4AACjdXD5m6WYKCAhQbGys0tLSbG2FhYVKS0tTx44db2jspKQk7dq1S5s2bbrRMgEAQClW4i1L7pKXl6d9+/bZnmdlZSk9PV1Vq1ZV3bp1lZycrMTERLVt21bt27fXrFmzlJ+fr0GDBnmxagAAUFZ4PSxt3rxZ3bp1sz2/emuVxMREpaamqn///jp58qQmTJigY8eOqVWrVlq+fHmRg74BAAA8wandcG3atNGZM2ckSZMnT9b58+fdVkDXrl1ljCnySE1NtfUZPny4Dh48qIsXL2rDhg2Ki4tz2/oBAAAccSosZWRkKD8/X5I0adIk5eXlebSom8FqtSo6Olrt2rXzdikAAMCHObUbrlWrVho0aJDuuusuGWP04osvqlKlSsX2nTBhglsL9JSkpCQlJSUpNzdXoaGh3i4HAAD4KKfCUmpqqiZOnKhPPvlEFotFy5YtU7lyRV9qsVhumbAEAADgDKfCUuPGjbVw4UJJP99uJC0tTbfddptHCwMAAPAFLp8Nx9WyAQBAWVKiSwfs379fs2bNUkZGhiQpOjpaI0eO1B133OHW4jyJK3gDAABnuHwF7xUrVig6OlobN25Uy5Yt1bJlS23YsEHNmjXTZ5995okaPYIreAMAAGe4vGVp3LhxGjVqlKZNm1ak/amnntI999zjtuIAAAC8zeUtSxkZGRoyZEiR9sGDB2vXrl1uKQoAAMBXuByWatSoofT09CLt6enpnCEHAABKHZd3ww0dOlTDhg3T999/rzvvvFOStG7dOk2fPt12X7dbAQd4AwAAZ1iMMcaVFxhjNGvWLM2YMUNHjhyRJNWqVUtjx47ViBEjZLFYPFKop1y9gndOTo5CQkLcOnbUuKVuHe9mODCtp7dLAADgV3ny+/uXXN6yZLFYNGrUKI0aNUrnzp2TJFWuXNnthQEAAPiCEl1n6SpCEgAAKO1cPsAbAACgLCEsAQAAOEBYAgAAcMClsHT58mV1795de/fu9VQ9N43ValV0dLTatWvn7VIAAIAPcykslS9fXt9++62narmpuDccAABwhsu74R566CG9/fbbnqgFAADA57h86YArV65o7ty5+vzzzxUbG6uKFSvaLZ85c6bbigMAAPA2l8PSjh071KZNG0nSnj177JbdalfvBgAA+DUuh6VVq1Z5og4AAACfVOJLB+zbt08rVqzQhQsXJP18zzgAAIDSxuWw9OOPP6p79+5q1KiR7rvvPh09elSSNGTIEI0ePdrtBQIAAHiTy2Fp1KhRKl++vA4dOqTg4GBbe//+/bV8+XK3FudJXGcJAAA4w+VjllauXKkVK1aoTp06du0NGzbUwYMH3VaYpyUlJSkpKUm5ubkKDQ31djkAAMBHubxlKT8/326L0lWnT59WYGCgW4oCAADwFS5vWercubPeeecdTZkyRdLPlwsoLCzU888/r27durm9QNxcUeOWemzsA9N6emxsAAA8xeWw9Pzzz6t79+7avHmzLl26pCeffFI7d+7U6dOntW7dOk/UCAAA4DUu74Zr3ry59uzZo7vuukt9+vRRfn6++vXrp23btumOO+7wRI0AAABe4/KWJUkKDQ3V008/7e5aAAAAfE6JwtKZM2f09ttvKyMjQ5IUHR2tQYMGqWrVqm4tDgAAwNtc3g23du1aRUVFafbs2Tpz5ozOnDmj2bNnq379+lq7dq0nagQAAPAal7csJSUlqX///nr99dfl7+8vSSooKNBf//pXJSUl6bvvvnN7kQAAAN7i8palffv2afTo0bagJEn+/v5KTk7Wvn373FocAACAt7kcltq0aWM7VulaGRkZiomJcUtRNwO3OwEAAM5wajfct99+a/v3iBEjNHLkSO3bt08dOnSQJH3zzTeyWq2aNm2aZ6r0AG53AgAAnGExxphf6+Tn5yeLxaJf62qxWFRQUOC24m6Gq2EpJydHISEhbh3bk1fDvhVxBW8AgLt48vv7l5zaspSVleXRIgAAAHyVU2GpXr16nq4DAADAJ5XoopRHjhzRV199pRMnTqiwsNBu2YgRI9xSGAAAgC9wOSylpqbqz3/+swICAlStWjVZLBbbMovFQlgCAAClisth6ZlnntGECRM0fvx4+fm5fOUBAACAW4rLaef8+fP605/+RFACAABlgsuJZ8iQIfrvf//riVoAAAB8jsu74VJSUvS73/1Oy5cvV4sWLVS+fHm75TNnznRbcQAAAN5WorC0YsUKNW7cWJKKHOANXI+nLtLJxS4BAJ7kcliaMWOG5s6dq4EDB3qgHAAAAN/i8jFLgYGB6tSpkydqAQAA8Dkuh6WRI0fqlVde8UQtAAAAPsfl3XAbN27UF198oU8++UTNmjUrcoD3Bx984LbiPMlqtcpqtd5yN/4FAAA3l8thKSwsTP369fNELTdVUlKSkpKSbHctBgAAKI7LYWnevHmeqAMAAMAncRluAAAAB1zeslS/fn2H11P6/vvvb6ggAAAAX+JyWHriiSfsnl++fFnbtm3T8uXLNXbsWHfVBQAA4BNcDksjR44stt1qtWrz5s03XBAAAIAvcdsxSz169ND777/vruEAAAB8gtvC0nvvvaeqVau6azgAAACf4PJuuNatW9sd4G2M0bFjx3Ty5Em99tprbi0OAADA21wOS/fff7/dcz8/P9WoUUNdu3ZVkyZN3FUXAACAT3A5LE2cONETdQAAAPgkLkoJAADggNNblvz8/BxejFKSLBaLrly5csNFAQAA+Aqnw9LixYuvu2z9+vWaPXu2CgsL3VIUAACAr3A6LPXp06dIW2ZmpsaNG6ePP/5YAwYM0OTJk91aHAAAgLeV6JilI0eOaOjQoWrRooWuXLmi9PR0zZ8/X/Xq1XN3fQAAAF7lUljKycnRU089pQYNGmjnzp1KS0vTxx9/rObNm3uqPgAAAK9yejfc888/r+nTpysiIkILFiwodrccAABAaWMxxhhnOvr5+alChQqKj4+Xv7//dft98MEHbivuZsjNzVVoaKhycnIUEhLi1rGjxi1163go3oFpPT02tqd+hp6sGQDKAk9+f/+S01uWHnnkkV+9dIC39O3bV6tXr1b37t313nvvebscAABQijgdllJTUz1Yxo0ZOXKkBg8erPnz53u7FAAAUMq4fLsTX9S1a1etXr3a22XAS9jdCQDwJK/f7mTt2rXq1auXatWqJYvFoiVLlhTpY7VaFRUVpaCgIMXFxWnjxo03v1AAAFAmeT0s5efnKyYmRlartdjlixYtUnJysiZOnKitW7cqJiZGCQkJOnHixE2uFAAAlEVe3w3Xo0cP9ejR47rLZ86cqaFDh2rQoEGSpDlz5mjp0qWaO3euxo0b5/L6Ll68qIsXL9qe5+bmul40AAAoM7y+ZcmRS5cuacuWLYqPj7e1+fn5KT4+XuvXry/RmCkpKQoNDbU9IiMj3VUuAAAohXw6LJ06dUoFBQUKDw+3aw8PD9exY8dsz+Pj4/XHP/5Rn376qerUqeMwSI0fP145OTm2R3Z2tsfqBwAAtz6v74Zzh88//9zpvoGBgQoMDPRgNQAAoDTx6S1L1atXl7+/v44fP27Xfvz4cUVERHipKgAAUJb4dFgKCAhQbGys0tLSbG2FhYVKS0tTx44db2hsq9Wq6OhotWvX7kbLBAAApZjXd8Pl5eVp3759tudZWVlKT09X1apVVbduXSUnJysxMVFt27ZV+/btNWvWLOXn59vOjiuppKQkJSUl2e4tAwAAUByvh6XNmzerW7dutufJycmSpMTERKWmpqp///46efKkJkyYoGPHjqlVq1Zavnx5kYO+AQAAPMFijDHeLsKbPHnXYm7Dges5MK2nt0sAgFuaJ7+/f8mnj1nyJI5ZAgAAziizYSkpKUm7du3Spk2bvF0KAADwYWU2LAEAADiDsAQAAOAAYQkAAMABr186wFusVqusVqsKCgq8XQrKIE+eKcmZdgDgXmV2yxIHeAMAAGeU2bAEAADgDMISAACAA4QlAAAABwhLAAAADnA2HGfDoZThTDsAcK8yu2WJs+EAAIAzymxYAgAAcAZhCQAAwAHCEgAAgAOEJQAAAAfKbFiyWq2Kjo5Wu3btvF0KAADwYWU2LHE2HAAAcEaZDUsAAADOICwBAAA4QFgCAABwgLAEAADgAGEJAADAAcISAACAA4QlAAAAB8psWOKilAAAwBllNixxUUoAAOCMMhuWAAAAnEFYAgAAcICwBAAA4ABhCQAAwAHCEgAAgAOEJQAAAAcISwAAAA4QlgAAABwo5+0CvMVqtcpqtaqgoMDbpQC3jKhxS71dgssOTOvpkXE9ORfUDPiWMrtliSt4AwAAZ5TZsAQAAOAMwhIAAIADhCUAAAAHCEsAAAAOEJYAAAAcICwBAAA4QFgCAABwgLAEAADgAGEJAADAAcISAACAA4QlAAAABwhLAAAADhCWAAAAHLAYY4y3i/AGq9Uqq9WqgoIC7dmzRzk5OQoJCXHrOqLGLXXreABQ1hyY1tPbJcBH5ebmKjQ01CPf379UZrcsJSUladeuXdq0aZO3SwEAAD6szIYlAAAAZxCWAAAAHCAsAQAAOEBYAgAAcICwBAAA4ABhCQAAwAHCEgAAgAOEJQAAAAcISwAAAA4QlgAAABwgLAEAADhAWAIAAHCAsAQAAOAAYQkAAMABwhIAAIADhCUAAAAHCEsAAAAOEJYAAAAcICwBAAA4UCrC0ieffKLGjRurYcOGeuutt7xdDgAAKEXKebuAG3XlyhUlJydr1apVCg0NVWxsrPr27atq1ap5uzQAAFAK3PJbljZu3KhmzZqpdu3aqlSpknr06KGVK1d6uywAAFBKeD0srV27Vr169VKtWrVksVi0ZMmSIn2sVquioqIUFBSkuLg4bdy40bbsyJEjql27tu157dq1dfjw4ZtROgAAKAO8Hpby8/MVExMjq9Va7PJFixYpOTlZEydO1NatWxUTE6OEhASdOHGiROu7ePGicnNz7R4AAADX4/Vjlnr06KEePXpcd/nMmTM1dOhQDRo0SJI0Z84cLV26VHPnztW4ceNUq1Ytuy1Jhw8fVvv27a87XkpKiiZNmuS+NwAA8JiocUu9XYLLDkzr6e0SSsRTc32rzse1vL5lyZFLly5py5Ytio+Pt7X5+fkpPj5e69evlyS1b99eO3bs0OHDh5WXl6dly5YpISHhumOOHz9eOTk5tkd2drbH3wcAALh1eX3LkiOnTp1SQUGBwsPD7drDw8O1e/duSVK5cuU0Y8YMdevWTYWFhXryyScdngkXGBiowMBAj9YNAABKD58OS87q3bu3evfu7e0yAABAKeTTu+GqV68uf39/HT9+3K79+PHjioiIuKGxrVaroqOj1a5duxsaBwAAlG4+HZYCAgIUGxurtLQ0W1thYaHS0tLUsWPHGxo7KSlJu3bt0qZNm260TAAAUIp5fTdcXl6e9u3bZ3uelZWl9PR0Va1aVXXr1lVycrISExPVtm1btW/fXrNmzVJ+fr7t7DgAAABP8npY2rx5s7p162Z7npycLElKTExUamqq+vfvr5MnT2rChAk6duyYWrVqpeXLlxc56BsAAMATvB6WunbtKmOMwz7Dhw/X8OHD3bpeq9Uqq9WqgoICt44LAABKF58+ZsmTOGYJAAA4o8yGJQAAAGcQlgAAABwgLAEAADhQZsMSF6UEAADOKLNhiQO8AQCAM8psWAIAAHCG16+z5G1Xr/GUm5vr9rELL553+5gAAN/mie+Tm8FT31memo+r4/7atRrdwWJuxlp82A8//KDIyEhvlwEAAEogOztbderU8eg6ynxYKiws1JEjR1S5cmVZLBa3jZubm6vIyEhlZ2crJCTEbeOWBcxdyTF3JcO8lRxzV3LMXcldnbtdu3apcePG8vPz7FFFZX43nJ+fn0cTaUhICL8EJcTclRxzVzLMW8kxdyXH3JVc7dq1PR6UJA7wBgAAcIiwBAAA4ABhyUMCAwM1ceJEBQYGeruUWw5zV3LMXckwbyXH3JUcc1dyN3vuyvwB3gAAAI6wZQkAAMABwhIAAIADhCUAAAAHCEsAAAAOEJY8xGq1KioqSkFBQYqLi9PGjRu9XdJNtXbtWvXq1Uu1atWSxWLRkiVL7JYbYzRhwgTVrFlTFSpUUHx8vPbu3WvX5/Tp0xowYIBCQkIUFhamIUOGKC8vz67Pt99+q86dOysoKEiRkZF6/vnnPf3WPColJUXt2rVT5cqVddttt+n+++9XZmamXZ+ffvpJSUlJqlatmipVqqTf//73On78uF2fQ4cOqWfPngoODtZtt92msWPH6sqVK3Z9Vq9erTZt2igwMFANGjRQamqqp9+eR73++utq2bKl7QJ/HTt21LJly2zLmTfnTJs2TRaLRU888YStjbkr3rPPPiuLxWL3aNKkiW058+bY4cOH9dBDD6latWqqUKGCWrRooc2bN9uW+9T3hIHbLVy40AQEBJi5c+eanTt3mqFDh5qwsDBz/Phxb5d203z66afm6aefNh988IGRZBYvXmy3fNq0aSY0NNQsWbLEbN++3fTu3dvUr1/fXLhwwdbnt7/9rYmJiTHffPON+fLLL02DBg3MAw88YFuek5NjwsPDzYABA8yOHTvMggULTIUKFcw//vGPm/U23S4hIcHMmzfP7Nixw6Snp5v77rvP1K1b1+Tl5dn6PPbYYyYyMtKkpaWZzZs3mw4dOpg777zTtvzKlSumefPmJj4+3mzbts18+umnpnr16mb8+PG2Pt9//70JDg42ycnJZteuXeaVV14x/v7+Zvny5Tf1/brTRx99ZJYuXWr27NljMjMzzf/7f//PlC9f3uzYscMYw7w5Y+PGjSYqKsq0bNnSjBw50tbO3BVv4sSJplmzZubo0aO2x8mTJ23LmbfrO336tKlXr54ZOHCg2bBhg/n+++/NihUrzL59+2x9fOl7grDkAe3btzdJSUm25wUFBaZWrVomJSXFi1V5zy/DUmFhoYmIiDAvvPCCre3s2bMmMDDQLFiwwBhjzK5du4wks2nTJlufZcuWGYvFYg4fPmyMMea1114zVapUMRcvXrT1eeqpp0zjxo09/I5unhMnThhJZs2aNcaYn+epfPny5r///a+tT0ZGhpFk1q9fb4z5Oaj6+fmZY8eO2fq8/vrrJiQkxDZXTz75pGnWrJnduvr3728SEhI8/ZZuqipVqpi33nqLeXPCuXPnTMOGDc1nn31munTpYgtLzN31TZw40cTExBS7jHlz7KmnnjJ33XXXdZf72vcEu+Hc7NKlS9qyZYvi4+NtbX5+foqPj9f69eu9WJnvyMrK0rFjx+zmKDQ0VHFxcbY5Wr9+vcLCwtS2bVtbn/j4ePn5+WnDhg22Pr/5zW8UEBBg65OQkKDMzEydOXPmJr0bz8rJyZEkVa1aVZK0ZcsWXb582W7umjRporp169rNXYsWLRQeHm7rk5CQoNzcXO3cudPW59oxrvYpLZ/RgoICLVy4UPn5+erYsSPz5oSkpCT17NmzyPtj7hzbu3evatWqpdtvv10DBgzQoUOHJDFvv+ajjz5S27Zt9cc//lG33XabWrdurTfffNO23Ne+JwhLbnbq1CkVFBTYffglKTw8XMeOHfNSVb7l6jw4mqNjx47ptttus1terlw5Va1a1a5PcWNcu45bWWFhoZ544gl16tRJzZs3l/Tz+woICFBYWJhd31/O3a/Ny/X65Obm6sKFC554OzfFd999p0qVKikwMFCPPfaYFi9erOjoaObtVyxcuFBbt25VSkpKkWXM3fXFxcUpNTVVy5cv1+uvv66srCx17txZ586dY95+xffff6/XX39dDRs21IoVK/SXv/xFI0aM0Pz58yX53vdEORfeG4CbKCkpSTt27NBXX33l7VJuGY0bN1Z6erpycnL03nvvKTExUWvWrPF2WT4tOztbI0eO1GeffaagoCBvl3NL6dGjh+3fLVu2VFxcnOrVq6d3331XFSpU8GJlvq+wsFBt27bV3//+d0lS69attWPHDs2ZM0eJiYlerq4otiy5WfXq1eXv71/kjIfjx48rIiLCS1X5lqvz4GiOIiIidOLECbvlV65c0enTp+36FDfGteu4VQ0fPlyffPKJVq1apTp16tjaIyIidOnSJZ09e9au/y/n7tfm5Xp9QkJCbuk/8gEBAWrQoIFiY2OVkpKimJgYvfzyy8ybA1u2bNGJEyfUpk0blStXTuXKldOaNWs0e/ZslStXTuHh4cydk8LCwtSoUSPt27ePz9yvqFmzpqKjo+3amjZtatuN6WvfE4QlNwsICFBsbKzS0tJsbYWFhUpLS1PHjh29WJnvqF+/viIiIuzmKDc3Vxs2bLDNUceOHXX27Flt2bLF1ueLL75QYWGh4uLibH3Wrl2ry5cv2/p89tlnaty4sapUqXKT3o17GWM0fPhwLV68WF988YXq169vtzw2Nlbly5e3m7vMzEwdOnTIbu6+++47uz8in332mUJCQmx/nDp27Gg3xtU+pe0zWlhYqIsXLzJvDnTv3l3fffed0tPTbY+2bdtqwIABtn8zd87Jy8vT/v37VbNmTT5zv6JTp05FLouyZ88e1atXT5IPfk+4dDg4nLJw4UITGBhoUlNTza5du8ywYcNMWFiY3RkPpd25c+fMtm3bzLZt24wkM3PmTLNt2zZz8OBBY8zPp4SGhYWZDz/80Hz77bemT58+xZ4S2rp1a7Nhwwbz1VdfmYYNG9qdEnr27FkTHh5uHn74YbNjxw6zcOFCExwcfEtfOuAvf/mLCQ0NNatXr7Y7Hfn8+fO2Po899pipW7eu+eKLL8zmzZtNx44dTceOHW3Lr56OfO+995r09HSzfPlyU6NGjWJPRx47dqzJyMgwVqv1lj8dedy4cWbNmjUmKyvLfPvtt2bcuHHGYrGYlStXGmOYN1dcezacMczd9YwePdqsXr3aZGVlmXXr1pn4+HhTvXp1c+LECWMM8+bIxo0bTbly5cxzzz1n9u7da/7973+b4OBg869//cvWx5e+JwhLHvLKK6+YunXrmoCAANO+fXvzzTffeLukm2rVqlVGUpFHYmKiMebn00KfeeYZEx4ebgIDA0337t1NZmam3Rg//vijeeCBB0ylSpVMSEiIGTRokDl37pxdn+3bt5u77rrLBAYGmtq1a5tp06bdrLfoEcXNmSQzb948W58LFy6Yv/71r6ZKlSomODjY9O3b1xw9etRunAMHDpgePXqYChUqmOrVq5vRo0eby5cv2/VZtWqVadWqlQkICDC333673TpuRYMHDzb16tUzAQEBpkaNGqZ79+62oGQM8+aKX4Yl5q54/fv3NzVr1jQBAQGmdu3apn///nbXCWLeHPv4449N8+bNTWBgoGnSpIl544037Jb70veExRhjnN8OBQAAULZwzBIAAIADhCUAAAAHCEsAAAAOEJYAAAAcICwBAAA4QFgCAABwgLAEAADgAGEJAADAAcISyowDBw7IYrEoPT3d26XY7N69Wx06dFBQUJBatWrl7XLspKamKiwsrMSvt1gsWrJkidvq8fS4t7pLly6pQYMG+vrrr1163RtvvKHIyEj5+flp1qxZninuF5599lmFh4fbfpYDBw7U/fffb1vetWtXPfHEEx5Zt6f+DowbN06PP/64W8eE7yAs4aYZOHCgLBaLpk2bZte+ZMkSWSwWL1XlXRMnTlTFihWVmZlZ5GaZt7qjR4+qR48e3i7jlvbss886HaLnzJmj+vXr684773R6/NzcXA0fPlxPPfWUDh8+rGHDhnk0qEhSRkaGJk2apH/84x+2z8jLL7+s1NTU674mKirKbUEuMjJSR48eVfPmzd0y3lVjxozR/Pnz9f3337t1XPgGwhJuqqCgIE2fPl1nzpzxdiluc+nSpRK/dv/+/brrrrtUr149VatWzY1VOe9G6nckIiJCgYGBHhkb9owxevXVVzVkyBCXXnfo0CFdvnxZPXv2VM2aNRUcHOy2mq73udq/f78kqU+fPrbPSGho6A1txXSlJn9/f0VERKhcuXJuHbt69epKSEjQ66+/7tZx4RsIS7ip4uPjFRERoZSUlOv2Ke5/07NmzVJUVJTt+dXN9n//+98VHh6usLAwTZ48WVeuXNHYsWNVtWpV1alTR/PmzSsy/u7du3XnnXcqKChIzZs315o1a+yW79ixQz169FClSpUUHh6uhx9+WKdOnbIt79q1q4YPH64nnnjC9geyOIWFhZo8ebLq1KmjwMBAtWrVSsuXL7ctt1gs2rJliyZPniyLxaJnn322yBiffPKJwsLCVFBQIElKT0+XxWLRuHHjbH0effRRPfTQQ7bn77//vpo1a6bAwEBFRUVpxowZdmNGRUVpypQpeuSRRxQSEqJhw4ZJ+nm3W926dRUcHKy+ffvqxx9/tHvd9u3b1a1bN1WuXFkhISGKjY3V5s2bi33vV9/f1d1lV3d9fPDBB+rWrZuCg4MVExOj9evXX/f1krR371795je/UVBQkKKjo/XZZ58V6fPdd9/p7rvvVoUKFVStWjUNGzZMeXl5dn3mzp1rm5OaNWtq+PDhdnVdu0vm7NmzslgsWr16tSRp9erVslgsWrFihVq3bq0KFSro7rvv1okTJ7Rs2TI1bdpUISEhevDBB3X+/HnbOIWFhUpJSVH9+vVVoUIFxcTE6L333rMtvzpuWlqa2rZtq+DgYN15553KzMy0/TwmTZqk7du3y2KxyGKxXHfry5YtW7R//3717NnTrv2pp55So0aNFBwcrNtvv13PPPOMLl++bBu/RYsWkqTbb79dFotFAwcO1Jo1a/Tyyy/b1nngwAFJ7vm9ePbZZ9WrVy9Jkp+fn22L8i93w12ra9euOnjwoEaNGmWr6aqvvvpKnTt3VoUKFRQZGakRI0YoPz/ftry4z/ovf+a/9nO4aurUqbrttttUuXJlPfrooxo3blyRv1O9evXSwoULi30fuMW5fOtdoIQSExNNnz59zAcffGCCgoJMdna2McaYxYsXm2s/ihMnTjQxMTF2r33ppZdMvXr17MaqXLmySUpKMrt37zZvv/22kWQSEhLMc889Z/bs2WOmTJliypcvb1tPVlaWkWTq1Klj3nvvPbNr1y7z6KOPmsqVK5tTp04ZY4w5c+aMqVGjhhk/frzJyMgwW7duNffcc4/p1q2bbd1dunQxlSpVMmPHjjW7d+82u3fvLvb9zpw504SEhJgFCxaY3bt3myeffNKUL1/e7NmzxxhjzNGjR02zZs3M6NGjzdGjR4vcKdsYY86ePWv8/PzMpk2bjDHGzJo1y1SvXt3ExcXZ+jRo0MC8+eabxhhjNm/ebPz8/MzkyZNNZmammTdvnqlQoYLdXcrr1atnQkJCzIsvvmj27dtn9u3bZ7755hvj5+dnpk+fbjIzM83LL79swsLCTGhoqO11zZo1Mw899JDJyMgwe/bsMe+++65JT08v9r0bY4wks3jxYru5b9Kkifnkk09MZmam+cMf/mDq1atX5A7rVxUUFJjmzZub7t27m/T0dLNmzRrTunVru3Hz8vJMzZo1Tb9+/cx3331n0tLSTP369U1iYqJtnNdee80EBQWZWbNmmczMTLNx40bz0ksv2dW1bds2W/8zZ84YSWbVqlXGmJ/v+C7JdOjQwXz11Vdm69atpkGDBqZLly7m3nvvNVu3bjVr16411apVs7ub+dSpU02TJk3M8uXLzf79+828efNMYGCgWb16td24cXFxZvXq1Wbnzp2mc+fO5s477zTGGHP+/HkzevRo06xZM3P06FFz9OhRc/78+WLnaubMmaZJkyZF2qdMmWLWrVtnsrKyzEcffWTCw8PN9OnTbeN//vnnRpLZuHGjOXr0qDl79qzp2LGjGTp0qG2dV65ccdvvxblz58y8efOMJNv4xvzvb8O1Y40cOdIY8/Nd5evUqWMmT55s95p9+/aZihUrmpdeesns2bPHrFu3zrRu3doMHDjQNk5xn/Vf/sx/7edgjDH/+te/TFBQkJk7d67JzMw0kyZNMiEhIUX+TmVkZBhJJisrq9ifE25dhCXcNNf+QezQoYMZPHiwMabkYalevXqmoKDA1ta4cWPTuXNn2/MrV66YihUrmgULFhhj/vfFeO0X2uXLl02dOnVsXyBTpkwx9957r926s7OzjSSTmZlpjPn5D3nr1q1/9f3WqlXLPPfcc3Zt7dq1M3/9619tz2NiYszEiRMdjtOmTRvzwgsvGGOMuf/++81zzz1nAgICzLlz58wPP/xgJNkC2IMPPmjuueceu9ePHTvWREdH257Xq1fP3H///XZ9HnjgAXPffffZtfXv398uLFWuXNmkpqY6ftPXKC4svfXWW7blO3fuNJJMRkZGsa9fsWKFKVeunDl8+LCtbdmyZXbjvvHGG6ZKlSomLy/P1mfp0qXGz8/PHDt2zBjz88/h6aefLnYdroSlzz//3NYnJSXFSDL79++3tf35z382CQkJxhhjfvrpJxMcHGy+/vpru/UNGTLEPPDAA9cdd+nSpUaSuXDhgjGm+N+F4owcOdLcfffdv9rvhRdeMLGxsbbn27ZtK/Llfm1Qucqdvxe//H03xnFYMubnz+zVgHvVkCFDzLBhw+zavvzyS+Pn52ebv+I+69cLS45+DnFxcSYpKclunE6dOhX52eTk5BhJtkCM0oPdcPCK6dOna/78+crIyCjxGM2aNZOf3/8+wuHh4bbdCpLk7++vatWq6cSJE3av69ixo+3f5cqVU9u2bW11bN++XatWrVKlSpVsjyZNmkj637EWkhQbG+uwttzcXB05ckSdOnWya+/UqZPL77lLly5avXq1jDH68ssv1a9fPzVt2lRfffWV1qxZo1q1aqlhw4aSfj54trh17t2717YrT5Latm1r1ycjI0NxcXF2bdfOkyQlJyfr0UcfVXx8vKZNm2Y3H85q2bKl7d81a9aUpCI/n2trioyMVK1ata5bU0ZGhmJiYlSxYkVbW6dOnVRYWKjMzEydOHFCR44cUffu3V2u1VHt4eHhtl1b17ZdfS/79u3T+fPndc8999h9lt55550i8+bKnFzPhQsXFBQUVKR90aJF6tSpkyIiIlSpUiX97W9/06FDh1waW3Lf74U7bd++XampqXY1JSQkqLCwUFlZWbZ+v/ysX4+jn0NmZqbat29v1/+XzyWpQoUKkmS3Oxalg3uPcAOc9Jvf/EYJCQkaP368Bg4caLfMz89Pxhi7tqvHWVyrfPnyds8tFkuxbYWFhU7XlZeXp169emn69OlFll39AyrJ7svZ07p27aq5c+dq+/btKl++vJo0aaKuXbtq9erVOnPmjLp06eLymCWp/9lnn9WDDz6opUuXatmyZZo4caIWLlyovn37Oj3GtT+fq8eeuPLzcdXVL6/ruRq2r/28FfdZk4rW7uizdvWYqaVLl6p27dp2/X550Ls75qR69er67rvv7NrWr1+vAQMGaNKkSUpISFBoaKgWLlxY5Bg2Z/ji70VeXp7+/Oc/a8SIEUWW1a1b1+Wa3PFzOH36tCSpRo0aLr0Ovo8tS/CaadOm6eOPPy5ykG+NGjV07Ngxuy8wd14T5ZtvvrH9+8qVK9qyZYuaNm0qSWrTpo127typqKgoNWjQwO7hyhdBSEiIatWqpXXr1tm1r1u3TtHR0S7V27lzZ507d04vvfSSLRhdDUurV69W165dbX2bNm1a7DobNWokf3//666jadOm2rBhg13btfN0VaNGjTRq1CitXLlS/fr1K/YAendp2rSpsrOzdfTo0evW1LRpU23fvt3uoN5169bJz89PjRs3VuXKlRUVFXXdyzJc/VK7dh3u+KxFR0crMDBQhw4dKvI5ioyMdHqcgIAAuy2C19O6dWvt3r3b7nfm66+/Vr169fT000+rbdu2atiwoQ4ePFiidbrr96KkrlfTrl27itTToEEDBQQEuHX9jRs31qZNm+zafvlc+vkg+PLly6tZs2ZuXT+8j7AEr2nRooUGDBig2bNn27V37dpVJ0+e1PPPP6/9+/fLarVq2bJlbluv1WrV4sWLtXv3biUlJenMmTMaPHiwJCkpKUmnT5/WAw88oE2bNmn//v1asWKFBg0a5NSX1rXGjh2r6dOna9GiRcrMzNS4ceOUnp6ukSNHujROlSpV1LJlS/373/+2BaPf/OY32rp1q/bs2WO3ZWn06NFKS0vTlClTtGfPHs2fP1+vvvqqxowZ43AdI0aM0PLly/Xiiy9q7969evXVV+3O3Ltw4YKGDx+u1atX6+DBg1q3bp02bdpkC5meEB8fr0aNGikxMVHbt2/Xl19+qaefftquz4ABAxQUFKTExETt2LFDq1at0uOPP66HH35Y4eHhkn7eIjZjxgzNnj1be/fu1datW/XKK69I+nnLU4cOHTRt2jRlZGRozZo1+tvf/nbDtVeuXFljxozRqFGjNH/+fO3fv9+23vnz5zs9TlRUlLKyspSenq5Tp07p4sWLxfbr1q2b8vLytHPnTltbw4YNdejQIS1cuFD79+/X7NmztXjxYqfWuWHDBh04cECnTp1SYWGhW38vSiIqKkpr167V4cOHbWfgPfXUU/r66681fPhwpaena+/evfrwww9tZzq60+OPP663335b8+fP1969ezV16lR9++23Ra4P9+WXX9rOzkPpQliCV02ePLnIpu6mTZvqtddek9VqVUxMjDZu3PirX/aumDZtmqZNm6aYmBh99dVX+uijj1S9enVJsm0NKigo0L333qsWLVroiSeeUFhYmN3xUc4YMWKEkpOTNXr0aLVo0ULLly/XRx99ZDu+yBVdunRRQUGBLSxVrVpV0dHRioiIUOPGjW392rRpo3fffVcLFy5U8+bNNWHCBE2ePLnIrs5f6tChg9588029/PLLiomJ0cqVK+1Cg7+/v3788Uc98sgjatSokf7v//5PPXr00KRJk1x+L87y8/PT4sWLdeHCBbVv316PPvqonnvuObs+wcHBWrFihU6fPq127drpD3/4g7p3765XX33V1icxMVGzZs3Sa6+9pmbNmul3v/ud9u7da1s+d+5cXblyRbGxsXriiSc0depUt9Q/ZcoUPfPMM0pJSVHTpk3129/+VkuXLlX9+vWdHuP3v/+9fvvb36pbt26qUaOGFixYUGy/atWqqW/fvvr3v/9ta+vdu7dGjRql4cOHq1WrVvr666/1zDPP/Oo6x4wZI39/f0VHR6tGjRo6dOiQW38vSmLy5Mk6cOCA7rjjDtvWwJYtW2rNmjXas2ePOnfurNatW2vChAl2x7i5y4ABAzR+/HiNGTNGbdq0UVZWlgYOHFjkOLGFCxdq6NChbl8/vM9ifnlwCADglvPtt9/qnnvu0f79+1WpUiVvl1Pq3XPPPYqIiNA///lPSdKyZcs0evRoffvtt26/4CW8j58oAJQCLVu21PTp05WVlWV3Vihu3Pnz5zVnzhwlJCTI399fCxYs0Oeff253kdT8/HzNmzePoFRKsWUJAAAHLly4oF69emnbtm366aef1LhxY/3tb39Tv379vF0abhLCEgAAgAMc4A0AAOAAYQkAAMABwhIAAIADhCUAAAAHCEsAAAAOEJYAAAAcICwBAAA4QFgCAABw4P8DAQ/F1cO2jiIAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist([row.sum() for row in filtered_tf], 20, log=True)\n",
"plt.xlabel('Number of words in document (after filtering)')\n",
"plt.ylabel('Number of documents')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Many machine learning models crucially rely on the feature vectors being \"normalized\". In fact, the problem with the word \"ax\" from earlier is that it rarely shows up, but the few times that it shows up, it shows up so often that its raw counts completely swamp out the raw counts for all the other words. As a result, the presence of \"ax\" explains most of the variance in the original raw counts feature vectors. What we did was apply some aggressive filtering that ultimately eliminated the word \"ax\" and lots of other words.\n",
"\n",
"However, we have not dealt with actually making sure that the feature vectors after filtering are normalized. A simple way to do this is to convert each raw counts feature vector into a probability vector (which we talked about in week 1 of the course!)."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"prob_vectors = np.array([row / row.sum() for row in filtered_tf])\n",
"# warning: sometimes there could be a row that is all zeros in which case you'd get a divide by 0 issue,\n",
"# (in this case, it does not happen)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(8946, 11707)"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prob_vectors.shape"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"num_PCA_dimensions = 100\n",
"pca = PCA(n_components=num_PCA_dimensions, random_state=0)\n",
"prob_vectors_pca = pca.fit_transform(prob_vectors)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.00617, 0.00486, 0.00473, 0.00418, 0.00389, 0.00385, 0.00372,\n",
" 0.00356, 0.00312, 0.00308, 0.00307, 0.00284, 0.00282, 0.0028 ,\n",
" 0.00265, 0.00261, 0.0026 , 0.00252, 0.00248, 0.00247, 0.00238,\n",
" 0.00236, 0.00234, 0.0023 , 0.00228, 0.00225, 0.00223, 0.00218,\n",
" 0.00217, 0.00211, 0.00209, 0.00208, 0.00204, 0.00202, 0.002 ,\n",
" 0.00196, 0.00193, 0.00192, 0.00191, 0.00191, 0.00188, 0.00187,\n",
" 0.00186, 0.00185, 0.00184, 0.00182, 0.00181, 0.00179, 0.00179,\n",
" 0.00178, 0.00175, 0.00172, 0.00171, 0.0017 , 0.00169, 0.00168,\n",
" 0.00166, 0.00165, 0.00164, 0.00162, 0.00161, 0.0016 , 0.00159,\n",
" 0.00159, 0.00157, 0.00156, 0.00155, 0.00154, 0.00154, 0.00154,\n",
" 0.00151, 0.0015 , 0.00149, 0.00149, 0.00148, 0.00148, 0.00147,\n",
" 0.00146, 0.00145, 0.00143, 0.00143, 0.00142, 0.00141, 0.0014 ,\n",
" 0.0014 , 0.00139, 0.00138, 0.00137, 0.00136, 0.00135, 0.00134,\n",
" 0.00133, 0.00132, 0.00131, 0.00129, 0.00128, 0.00128, 0.00127,\n",
" 0.00126, 0.00125])"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pca.explained_variance_ratio_"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Fraction of variance explained')"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(range(1, num_PCA_dimensions + 1), np.cumsum(pca.explained_variance_ratio_))\n",
"plt.xlabel('Number of principal components used')\n",
"plt.ylabel('Fraction of variance explained')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x137526190>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(prob_vectors_pca[:, 0], prob_vectors_pca[:, 1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Is the PCA low-dimensional representation capturing any semantic information?\n",
"\n",
"Here's an example: \"learn\" and \"study\" are English words that we would expect are related, whereas \"learn\" and \"car\" are not.\n",
"\n",
"Let's look at the distance of \"learn\" and \"study\" in PCA space.\n",
"\n",
"We can separately look at the distance of \"learn\" and \"car\" in PCA space."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"6269"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn_idx = filtered_tf_vectorizer.vocabulary_['learn']\n",
"learn_idx"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10117"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"study_idx = filtered_tf_vectorizer.vocabulary_['study']\n",
"study_idx"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2134"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"car_idx = filtered_tf_vectorizer.vocabulary_['car']\n",
"car_idx"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"learn_one_hot = np.zeros(len(filtered_vocab))\n",
"learn_one_hot[learn_idx] = 1\n",
"\n",
"study_one_hot = np.zeros(len(filtered_vocab))\n",
"study_one_hot[study_idx] = 1\n",
"\n",
"car_one_hot = np.zeros(len(filtered_vocab))\n",
"car_one_hot[car_idx] = 1"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"def dist(x, y):\n",
" return np.linalg.norm(x - y)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"learn_one_hot_pca = pca.transform([learn_one_hot])[0]\n",
"study_one_hot_pca = pca.transform([study_one_hot])[0]\n",
"car_one_hot_pca = pca.transform([car_one_hot])[0]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.15219076329370088"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist(learn_one_hot_pca, study_one_hot_pca)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9731262668067977"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist(learn_one_hot_pca, car_one_hot_pca)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In contrast, if we compute the distances *not* in PCA space but instead in the original one-hot encoded vector space, the distances are not useful since the distance between any pair of distinct words is exactly equal to:\n",
"\n",
"$\\|(1,0,\\dots,0) - (0,1,0,\\dots,0)\\| = \\sqrt{ (1 - 0)^2 + (0 - 1)^2 + (0 - 0)^2 + \\cdots + (0 - 0)^2} = \\sqrt{2}$."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.4142135623730951"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist(learn_one_hot, study_one_hot)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.4142135623730951"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist(learn_one_hot, car_one_hot)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.4142135623730951"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sqrt(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing PCA space using t-SNE\n",
"\n",
"T-SNE can be used to try to visualize any representation of data. Here, we are going to use t-SNE to visualize the PCA space that we have come up with above (since we noticed that it might actually be capturing some sort of useful semantic information)."
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[t-SNE] Computing 91 nearest neighbors...\n",
"[t-SNE] Indexed 8946 samples in 0.003s...\n",
"[t-SNE] Computed neighbors for 8946 samples in 1.381s...\n",
"[t-SNE] Computed conditional probabilities for sample 1000 / 8946\n",
"[t-SNE] Computed conditional probabilities for sample 2000 / 8946\n",
"[t-SNE] Computed conditional probabilities for sample 3000 / 8946\n",
"[t-SNE] Computed conditional probabilities for sample 4000 / 8946\n",
"[t-SNE] Computed conditional probabilities for sample 5000 / 8946\n",
"[t-SNE] Computed conditional probabilities for sample 6000 / 8946\n",
"[t-SNE] Computed conditional probabilities for sample 7000 / 8946\n",
"[t-SNE] Computed conditional probabilities for sample 8000 / 8946\n",
"[t-SNE] Computed conditional probabilities for sample 8946 / 8946\n",
"[t-SNE] Mean sigma: 0.015382\n",
"[t-SNE] KL divergence after 250 iterations with early exaggeration: 90.195656\n",
"[t-SNE] KL divergence after 1000 iterations: 2.017108\n"
]
}
],
"source": [
"from sklearn.manifold import TSNE\n",
"tsne = TSNE(n_components=2, perplexity=30, learning_rate=200, max_iter=1000, random_state=0, verbose=1)\n",
"prob_vectors_tsne = tsne.fit_transform(prob_vectors_pca)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x137455d90>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(prob_vectors_tsne[:, 0], prob_vectors_tsne[:, 1], alpha=.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Clustering in the 100-dimensional PCA space and cluster interpretation\n",
"\n",
"We'll start with k-means."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.cluster import KMeans\n",
"\n",
"num_clusters = 10\n",
"kmeans = KMeans(n_clusters=num_clusters, n_init=100, random_state=0)\n",
"kmeans_cluster_assignments = kmeans.fit_predict(prob_vectors_pca)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster 0 has 307 points\n",
"Cluster 1 has 201 points\n",
"Cluster 2 has 189 points\n",
"Cluster 3 has 2256 points\n",
"Cluster 4 has 208 points\n",
"Cluster 5 has 78 points\n",
"Cluster 6 has 166 points\n",
"Cluster 7 has 5368 points\n",
"Cluster 8 has 110 points\n",
"Cluster 9 has 63 points\n"
]
}
],
"source": [
"for cluster_idx in range(num_clusters):\n",
" cluster_size = (kmeans_cluster_assignments == cluster_idx).sum()\n",
" print(f'Cluster {cluster_idx} has {cluster_size} points')"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x13748d4d0>"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"scatter = plt.scatter(prob_vectors_tsne[:, 0], prob_vectors_tsne[:, 1],\n",
" c=kmeans_cluster_assignments, cmap='Spectral', alpha=.5)\n",
"plt.legend(*scatter.legend_elements())"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_top_words(prob_vectors[kmeans_cluster_assignments == 0].mean(axis=0), filtered_vocab)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Cluster 0]\n",
"game team play player win season baseball score hockey fan playoff nhl league espn detroit lose tie night hit toronto \n",
"\n",
"[Cluster 1]\n",
"file windows format dos directory ftp convert create window anybody image advance hi bmp gif site manager zip floppy utility \n",
"\n",
"[Cluster 2]\n",
"god jesus bible sin love faith exist christ christian son christians hell man atheism belief word life existence lord eternal \n",
"\n",
"[Cluster 3]\n",
"key chip advance hi windows software email disk computer sell address version mac list sale machine available pc offer memory \n",
"\n",
"[Cluster 4]\n",
"card driver video monitor color windows pc slot vga bus graphic anybody window hi mode mb ati mouse fast ftp \n",
"\n",
"[Cluster 5]\n",
"window version manager display dos position pointer app hi server appreciate size advance application default windows event xterm create object \n",
"\n",
"[Cluster 6]\n",
"car price dealer sell driver model mile owner small bike convertible engine window light volvo pay door ford oil insurance \n",
"\n",
"[Cluster 7]\n",
"law government gun claim wrong man yes kill article bike remember maybe life cause big space word ago sound agree \n",
"\n",
"[Cluster 8]\n",
"appreciate info greatly hi advance anybody email assume list site code pointer hint bring contact effect motif ftp wonder comment \n",
"\n",
"[Cluster 9]\n",
"soon pitt gordon geb banks surrender skepticism shameful n3jxp intellect dsl chastity cadre lyme blood patient disease migraine usually t560i \n",
"\n"
]
}
],
"source": [
"for cluster_idx in range(num_clusters):\n",
" print(f'[Cluster {cluster_idx}]')\n",
" print_top_words(prob_vectors[kmeans_cluster_assignments == cluster_idx].mean(axis=0), filtered_vocab)\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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