{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"yCfJIN6oZ20S"},"source":["#Lab 2.1 Clustering\n"]},{"cell_type":"markdown","metadata":{"id":"kN9fBzAFpTgz"},"source":["Clustering is an essential technique in machine learning and data analysis used to group similar items or data points together. Unlike supervised learning, clustering is an unsupervised learning technique, meaning it does not require labeled data. Instead, clustering algorithms analyze the inherent structure of data, helping to reveal natural groupings or patterns within it.\n","\n","###Why Clustering?\n","Clustering has a wide range of applications in various fields, such as:\n","\n","- **Market Segmentation:** Grouping customers based on purchasing behavior or demographics to better tailor marketing strategies.\n","- **Image Segmentation:** Breaking down an image into distinct regions for tasks like object detection and classification.\n","- **Anomaly Detection:** Identifying outliers or unusual patterns in data, such as fraud detection in financial transactions.\n","- **Recommendation Systems:** Grouping similar items or users together to make personalized recommendations, such as on streaming platforms or e-commerce sites.\n"]},{"cell_type":"markdown","source":["Don't forget to move the folder to your drive to be able to use it!\n","\n","![move_it.png](data:image/png;base64,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)"],"metadata":{"id":"IzPNRTid4J6r"}},{"cell_type":"markdown","metadata":{"id":"3ANsAbvnjs8z"},"source":["### K-Means\n","\n","K-Means is a widely-used unsupervised machine learning algorithm for clustering data into groups based on similarity. It is simple, efficient, and versatile, making it a popular choice for exploratory data analysis and segmentation tasks.\n","\n","The goal of K-Means is to partition a dataset into k distinct clusters, where each data point belongs to the cluster with the nearest centroid (a central point representing the cluster). The algorithm works iteratively to refine these centroids and assign points to the closest cluster, minimizing the intra-cluster variance (the sum of squared distances between points and their cluster centroid).\n","\n","####Key Steps in K-Means:\n","- **Initialization:** Choose k initial cluster centroids (randomly or using heuristics).\n","- **Assignment:** Assign each data point to the nearest centroid based on a distance metric (commonly Euclidean distance).\n","- **Update:** Recalculate the centroids by averaging the data points assigned to each cluster.\n","- **Iteration:** Repeat the assignment and update steps until the centroids stabilize or a maximum number of iterations is reached.\n","\n","\n","K-Means is used in various domains, including: customer segmentation, image compression, anomaly detection, and document clustering.\n","While powerful, K-Means has limitations, such as sensitivity to the initial choice of centroids and difficulty handling non-spherical clusters. Despite these challenges, its simplicity and effectiveness make it a cornerstone of clustering techniques in machine learning."]},{"cell_type":"code","source":["!pip install gdown"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"RO0-DRpve0tF","executionInfo":{"status":"ok","timestamp":1763463229319,"user_tz":-60,"elapsed":15998,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}},"outputId":"a22b4ad7-2743-4c74-96cb-407cd2e26dad"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: gdown in /usr/local/lib/python3.12/dist-packages (5.2.0)\n","Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.12/dist-packages (from gdown) (4.13.5)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from gdown) (3.20.0)\n","Requirement already satisfied: requests[socks] in /usr/local/lib/python3.12/dist-packages (from gdown) (2.32.4)\n","Requirement already satisfied: tqdm in /usr/local/lib/python3.12/dist-packages (from gdown) (4.67.1)\n","Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.12/dist-packages (from beautifulsoup4->gdown) (2.8)\n","Requirement already satisfied: typing-extensions>=4.0.0 in /usr/local/lib/python3.12/dist-packages (from beautifulsoup4->gdown) (4.15.0)\n","Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests[socks]->gdown) (3.4.4)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests[socks]->gdown) (3.11)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests[socks]->gdown) (2.5.0)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests[socks]->gdown) (2025.10.5)\n","Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /usr/local/lib/python3.12/dist-packages (from requests[socks]->gdown) (1.7.1)\n"]}]},{"cell_type":"code","source":["!gdown 'https://drive.google.com/uc?id=1SwQEuHyO2A9hfSK2rdRH0J-YQ426U_20'"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sbYiWpbNexZJ","executionInfo":{"status":"ok","timestamp":1763463231994,"user_tz":-60,"elapsed":2679,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}},"outputId":"fd8b45cf-6e56-4fa8-db9f-82547e2338a7"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading...\n","From: https://drive.google.com/uc?id=1SwQEuHyO2A9hfSK2rdRH0J-YQ426U_20\n","To: /content/spam.csv\n","\r  0% 0.00/479k [00:00<?, ?B/s]\r100% 479k/479k [00:00<00:00, 23.3MB/s]\n"]}]},{"cell_type":"code","source":["import pandas as pd\n","import numpy as np\n","from sklearn.model_selection import train_test_split\n","\n","spam_data = pd.read_csv('spam.csv')\n","\n","spam_data['target'] = np.where(spam_data['target'] == 'spam', 1, 0)\n","print(spam_data.head(10))\n","\n","X, y = spam_data['text'], spam_data['target']\n","X_train, X_test, y_train, y_test = train_test_split(\n","    spam_data['text'], spam_data['target'], random_state=0\n",")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nkfLWQqJe6YG","executionInfo":{"status":"ok","timestamp":1763463238955,"user_tz":-60,"elapsed":4381,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}},"outputId":"a4917afd-74a9-42e5-8e08-79b54e1facfc"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["                                                text  target\n","0  Go until jurong point, crazy.. Available only ...       0\n","1                      Ok lar... Joking wif u oni...       0\n","2  Free entry in 2 a wkly comp to win FA Cup fina...       1\n","3  U dun say so early hor... U c already then say...       0\n","4  Nah I don't think he goes to usf, he lives aro...       0\n","5  FreeMsg Hey there darling it's been 3 week's n...       1\n","6  Even my brother is not like to speak with me. ...       0\n","7  As per your request 'Melle Melle (Oru Minnamin...       0\n","8  WINNER!! As a valued network customer you have...       1\n","9  Had your mobile 11 months or more? U R entitle...       1\n"]}]},{"cell_type":"code","source":["from sklearn.feature_extraction.text import TfidfVectorizer\n","\n","# EXERCISE: use a vectorizer from last lab!\n","vectorizer = TfidfVectorizer()\n","X_train_transformed = vectorizer.fit_transform(X_train)\n","X_test_transformed = vectorizer.transform(X_test)"],"metadata":{"id":"AAzRZLepxbA_","executionInfo":{"status":"ok","timestamp":1763463708237,"user_tz":-60,"elapsed":194,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","metadata":{"id":"w66e62zmpU9V","executionInfo":{"status":"ok","timestamp":1763464316605,"user_tz":-60,"elapsed":1166,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"source":["from sklearn.cluster import KMeans\n","from sklearn.metrics import v_measure_score\n","from sklearn.metrics.cluster import adjusted_rand_score\n","\n","n_clusters = 2\n","\n","# EXERCISE: fit K-Means to the vectorized dataset\n","# HINT: look at the documentation of the above imports- google them\n","km = KMeans(n_clusters=n_clusters, max_iter=100, n_init=100, random_state=42).fit(X_train_transformed)\n","y_clus = km.predict(X_train_transformed)"],"execution_count":7,"outputs":[]},{"cell_type":"markdown","source":["Both V-Measure Score and Adjusted Rand Score (ARS) are metrics used to evaluate clustering performance by comparing the resulting clusters to a ground-truth labeling. However, they measure different aspects of clustering quality and have distinct characteristics.\n","\n","###1. V-Measure Score\n","The V-Measure Score is an information-theoretic measure that evaluates the balance between two properties of clustering:\n","\n","- **Homogeneity:** Ensures that each cluster contains only members of a single class (ground-truth label).\n","- **Completeness:** Ensures that all members of a single class are assigned to the same cluster.\n","\n","The V-Measure Score is the harmonic mean of homogeneity (H) and completeness (C):\n","\n","$$\n","V\\text{-}Measure=2\\frac{H \\cdot C}{H+C}\n","$$\n","\n","It's range is [0,1], where 1 means perfect clustering (both homogeneity and completeness are maximized) and 0 means no correspondence between clusters and ground truth.\n","\n","**Advantages:** Useful for interpreting how well the clusters align with labels in terms of purity and coverage.\n","Independent of the absolute number of clusters, focusing instead on the relationship between labels and clusters.\n","**Disadvantages:** Does not account for random chance in clustering assignments.\n","\n","###2. Adjusted Rand Score (ARS)\n","The Adjusted Rand Score evaluates the similarity between two clusterings (e.g., predicted clusters and ground truth) by counting pairs of points that are consistently assigned to the same or different clusters in both labelings. It adjusts for chance by considering the expected similarity of random clusterings. To understand the ARS, we should first understand the Rand Index\n","\n","Given two sets $X$ and $Y$, where each set is divided up into clusters, we define the rand index as:\n","$$\n","R = \\frac{TP+TN}{TP+TN+FP+FN}\n","$$\n","so we can think of this as the number of \"disagreements\" between $X$ and $Y$.\n","We then adjust this score by finding the \"expected index\" (what we would expect the rand index to be in the case of random selection).\n","\n","$$\n","ARS\n","= \\frac{Index-Expected Index}{Max Index-Expected Index}\n","$$\n","\n","with range [−1,1], where 1 means perfect clustering agreement with ground truth, 0 means clustering is no better than random and negative values that clustering is worse than random chance.\n","\n","**Advantages:** Adjusts for random chance, providing a robust measure of clustering quality. Useful for comparing clustering methods even when the number of clusters differs significantly.\n","**Disadvantages:** Requires the number of clusters to match (or approximate) the ground truth labels, making it less flexible than the V-Measure Score."],"metadata":{"id":"3TSxwKdri5Z2"}},{"cell_type":"code","metadata":{"id":"-CwaKS-Mqlg8","colab":{"base_uri":"https://localhost:8080/"},"outputId":"7fc386d0-c544-41d1-8f17-cb142f424c05","executionInfo":{"status":"ok","timestamp":1763464319167,"user_tz":-60,"elapsed":39,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"source":["print(f'''V measure - {v_measure_score(y_clus, y_train)}''')\n","print(f'''ARI       - {adjusted_rand_score(y_clus, y_train)}''')"],"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["V measure - 0.01486551294141215\n","ARI       - -0.05416793039842444\n"]}]},{"cell_type":"markdown","metadata":{"id":"ed7luUxZjnE3"},"source":["### Agglomerative clustering\n","\n","Agglomerative Clustering is a hierarchical clustering algorithm that builds nested clusters by merging or \"agglomerating\" data points based on their similarity. It is a bottom-up approach to clustering, where each data point starts as its own cluster, and pairs of clusters are merged iteratively until a stopping criterion is met (e.g., all points are in one cluster or a specific number of clusters is reached).\n","\n","Unlike partitioning methods like K-Means, Agglomerative Clustering does not require specifying the number of clusters in advance and can capture more complex relationships between data points, making it suitable for datasets with non-linear structures."]},{"cell_type":"code","metadata":{"id":"7T-bgAPmhQ1s","executionInfo":{"status":"ok","timestamp":1763464525870,"user_tz":-60,"elapsed":58587,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"source":["from sklearn.cluster import AgglomerativeClustering\n","\n","model = AgglomerativeClustering(n_clusters=5, metric='euclidean')\n","# EXERCISE: fit to the vectorized data!\n","model.fit(X_train_transformed.toarray())\n","y_clus = model.labels_"],"execution_count":9,"outputs":[]},{"cell_type":"code","metadata":{"id":"UZ4VBQybjLeY","colab":{"base_uri":"https://localhost:8080/"},"outputId":"2a6c8208-8b30-4aa4-fe95-28c29fdd0200","executionInfo":{"status":"ok","timestamp":1763464525912,"user_tz":-60,"elapsed":13,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"source":["print(f'''V measure - {v_measure_score(y_clus, y_train)}''')\n","print(f'''ARI       - {adjusted_rand_score(y_clus,y_train)}''')"],"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["V measure - 0.4475061104632287\n","ARI       - 0.5961961231038662\n"]}]},{"cell_type":"markdown","source":["## Game of Thrones Clustering\n","\n","We are going use the techniques we've developed so far to understand which character of the GOT books is closer to which. We will show a few visualization techniques, no need to memorize them all, and a method to estimate the number of clusters, called the [Elbow method](https://www.scikit-yb.org/en/latest/api/cluster/elbow.html). We will extract sentences about each character from the text, and remove stop words (like in lab 1!) then cluster each sentence based on their vectorised similarities to one another.\n","\n","We will be using some dimensionality reduction. Recall what tf-idf is from lab 1:\n","\n","\"Term Frequency-Inverse Document Frequency. $TF(w,d)$ is the number of times word $w$ appears in document $d$. $IDF(w)$ is the rarity of the word in the corpora (collection of documents), calculated as\n","$$\n","IDF(w) = log \\frac{n}{df(w)}\n","$$\n","Where $n$ is the number of documents and $df(w)$ is the number of documents containing $w$. We then calculate the TF-IDF weight, which shows how important a word $w$ is to a document $d$, as follows $$TFIDF(w,d) = TF(w,d)\\times IDF(w)$$\"\n","\n","Vectorising a sequence with tf-idf involves finding the tf-idf weight for each term in a vocabulary. This means the vectors are quite *sparse*, lots of the values are 0. As such, we use truncated SVD for dimensionality reduction. This finds the top-$k$ terms which are responsible for the variance, and discards the rest of them. These are the terms that are most important for the clustering process."],"metadata":{"id":"yKub7LzkU7nO"}},{"cell_type":"code","source":["!wget -q --show-progress https://www.dropbox.com/s/b8cs502zfcdwbe5/got.zip -O got.zip\n","!unzip -o got.zip"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MggVjHO2U9ha","outputId":"e8fc7b66-a58f-485f-b065-a68e33a3d5e0","executionInfo":{"status":"ok","timestamp":1763464795007,"user_tz":-60,"elapsed":1425,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["\rgot.zip               0%[                    ]       0  --.-KB/s               \rgot.zip             100%[===================>]   1.54M  --.-KB/s    in 0.06s   \n","Archive:  got.zip\n","  inflating: got1_nostops.csv        \n","  inflating: got2_nostops.csv        \n","  inflating: got3_nostops.csv        \n","  inflating: got4_nostops.csv        \n"]}]},{"cell_type":"code","source":["import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import plotly.express as px\n","import numpy as np"],"metadata":{"id":"wkC84_FgVAlC","executionInfo":{"status":"ok","timestamp":1763464797878,"user_tz":-60,"elapsed":1843,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":12,"outputs":[]},{"cell_type":"code","source":["got1 = pd.read_csv('got1_nostops.csv', index_col=0)\n","got2 = pd.read_csv('got2_nostops.csv', index_col=0)\n","got3 = pd.read_csv('got3_nostops.csv', index_col=0)\n","got4 = pd.read_csv('got4_nostops.csv', index_col=0)\n","got = pd.concat([got1, got2, got3, got4])"],"metadata":{"id":"KgLuxYRjVGD_","executionInfo":{"status":"ok","timestamp":1763464799484,"user_tz":-60,"elapsed":110,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":13,"outputs":[]},{"cell_type":"code","source":["got.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"ugqrm0TmVKaq","outputId":"2035d33f-011c-47c3-f546-c9362747498b","executionInfo":{"status":"ok","timestamp":1763464801487,"user_tz":-60,"elapsed":133,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["     Name  Chapter                                               Text\n","0  Eddard        1  visitors poured castle gates river gold silver...\n","1  Eddard        2  summons came hour dawn world still grey alyn s...\n","2  Eddard        3  found lord ned rose quickly men lannister jory...\n","3  Eddard        4  eddard stark rode towering bronze doors red ke...\n","4  Eddard        5  lord arryn death great sadness us lord grand m..."],"text/html":["\n","  <div 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\"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 277,\n        \"samples\": [\n          \"heart steaming cool evening air khal drogo set raw bloody arms red elbow behind bloodriders knelt sand beside corpse wild stallion stone knives hands stallion blood looked black flickering orange glare torches ringed high chalk walls pit dany touched soft swell belly sweat beaded skin trickled brow could feel old women watching ancient crones vaes dothrak eyes shone dark polished flint wrinkled faces must flinch look afraid blood dragon told took stallion heart hands lifted mouth plunged teeth tough stringy flesh warm blood filled mouth ran chin taste threatened gag made chew swallow heart stallion would make son strong swift fearless dothraki believed mother could eat choked blood retched flesh omens less favorable child might stillborn come forth weak deformed female handmaids helped ready ceremony despite tender mother stomach afflicted past two moons dany dined bowls half clotted blood accustom taste irri made chew strips dried horseflesh jaws aching starved day night ceremony hopes hunger would help keep raw meat wild stallion heart muscle dany worry teeth chew mouthful long time steel permitted within sacred confines vaes dothrak beneath shadow mother mountains rip heart apart teeth nails stomach roiled heaved yet kept face smeared heartsblood sometimes seemed explode lips khal drogo stood ate face hard bronze shield long black braid shiny oil wore gold rings mustache gold bells braid heavy belt solid gold medallions around waist chest bare looked whenever felt strength failing looked chewed swallowed chewed swallowed chewed swallowed toward end dany thought glimpsed fierce pride dark almondshaped eyes could sure khal face often betray thoughts within finally done cheeks fingers sticky forced last turn eyes back old women crones dosh khaleen khalakka dothrae mranha proclaimed best dothraki prince tides inside practiced phrase days handmaid jhiqui oldest crones bent shriveled stick woman single black eye raised arms high khalakka dothrae shrieked prince tiding tiding women answered rakh rakh rakh haj proclaimed boy boy strong boy bells rang sudden clangor bronze birds deep throated warhorn sounded long low note old women began chant underneath painted leather vests withered dugs swayed back forth shiny oil sweat eunuchs served threw bundles dried grasses great bronze brazier clouds fragrant smoke rose toward moon stars dothraki believed stars horses made fire great herd galloped across sky night smoke ascended chanting died away ancient crone closed single eye better peer future silence fell complete dany could hear distant call night birds hiss crackle torches gentle lapping water lake dothraki stared eyes night waiting khal drogo laid hand dany arm could feel tension fingers even khal mighty drogo could know fear dosh khaleen peered smoke future back handmaids fluttered anxiously finally crone opened eye lifted arms seen face heard thunder hooves proclaimed thin wavery voice thunder hooves others chorused swift wind rides behind khalasar covers earth men without number arakhs shining hands like blades razor grass fierce storm prince enemies tremble wives weep tears blood rend flesh grief bells hair sing coming milk men stone tents fear name old woman trembled looked dany almost afraid prince riding shall stallion mounts world stallion mounts world onlookers cried echo night rang sound voices one eyed crone peered dany shall called stallion mounts world stood answer shall called rhaego said using words jhiqui taught hands touched swell beneath breasts protectively roar went dothraki rhaego screamed rhaego rhaego rhaego name still ringing ears khal drogo led pit bloodriders fell behind procession followed onto godsway broad grassy road ran heart vaes dothrak horse gate mother mountains crones dosh khaleen came first eunuchs slaves supported tall carved staffs struggled along ancient shaking legs others walked proud horselord old women khaleesi lord husbands died new khal took place front riders new khaleesi mounted beside sent reign vast dothraki nation even mightiest khals bowed wisdom authority dosh khaleen still gave dany shivers think one day might sent join whether willed  behind wise women came others khal ogo son khalakka fogo khal jommo wives chief men drogo khalasar dany handmaids khal servants slaves bells rang drums beat stately cadence marched along godsway stolen heroes gods dead peoples brooded darkness beyond road alongside procession slaves ran lightly grass torches hands flickering flames made great monuments seem almost alive meaning name rhaego khal drogo asked walked using common tongue seven kingdoms teaching words could drogo quick learn put mind though accent thick barbarous neither ser jorah viserys could understand word said brother rhaegar fierce warrior sun stars told died born ser jorah says last dragons khal drogo looked face copper mask yet long black mustache drooping beneath weight gold rings thought glimpsed shadow smile good name dan ares wife moon life said rode lake dothraki called womb world surrounded fringe reeds water still calm thousand thousand years ago jhiqui told first man emerged depths riding upon back first horse procession waited grassy shore dany stripped let soiled clothing fall ground naked stepped gingerly water irri said lake bottom dany felt soft mud squishing toes pushed tall reeds moon floated still black waters shattering forming ripples washed goose pimples rose pale skin coldness crept thighs kissed lower lips stallion blood dried hands around mouth dany cupped fingers lifted sacred waters head cleansing child inside khal others looked heard old women dosh khaleen muttering watched wondered saying emerged lake shivering dripping handmaid doreah hurried robe painted sandsilk khal drogo waved away looking swollen breasts curve belly approval dany could see shape manhood pressing horsehide trousers heavy gold medallions belt went helped unlace huge khal took hips lifted air might lift child bells hair rang softly dany wrapped arms around shoulders pressed face neck thrust inside three quick strokes done stallion mounts world drogo whispered hoarsely hands still smelled horse blood bit throat hard moment pleasure lifted seed filled trickled inside thighs doreah permitted drape scented sandsilk irri fit soft slippers feet khal drogo laced spoke command horses brought lakeshore cohollo honor helping khaleesi onto silver drogo spurred stallion set godsway beneath moon stars silver dany easily kept pace silk tenting roofed khal drogo hall rolled tonight moon followed inside flames leapt ten feet air three huge stone lined firepits air thick smells roasting meat curdled fermented mare milk hall crowded noisy entered cushions packed whose rank name sufficient allow ceremony dany rode beneath arched entry center aisle every eye dothraki screamed comments belly breasts hailing life within could understand shouted one phrase came clear stallion mounts world heard bellowed thousand voices sounds drums horns swirled night halfclothed women spun danced low tables amid joints meat platters piled high plums dates pomegranates many men drunk clotted mare milk yet dany knew arakhs would clash tonight sacred city blades bloodshed forbidden khal drogo dismounted took place high bench khal jommo khal ogo vaes dothrak khalasars arrived given seats high honor drogo right left bloodriders three khals sat farther khal jommo four wives dany climbed silver gave reins one slaves doreah irri arranged cushions searched brother even across length crowded hall viserys conspicuous pale skin silvery hair beggar rags see anywhere glance roamed crowded tables near walls men whose braids even shorter manhoods sat frayed rugs flat cushions around low tables faces saw black eyes copper skin spied ser jorah mormont near center hall close middle firepit place respect high honor dothraki esteemed knight prowess sword dany sent jhiqui bring table mormont came went one knee khaleesi said command patted stuffed horsehide cushion beside sit talk honor knight seated cross legged cushion slave knelt offering wooden platter full ripe figs ser jorah took one bit half brother dany asked ought come feast saw grace morning told told going western market search wine wine dany said doubtfully viserys could abide taste fermented mare milk dothraki drank knew oft bazaars days drinking traders came great caravans east west seemed find company congenial  wine ser jorah confirmed thought recruit men army sellswords guard caravans serving girl laid blood pie front attacked hands wise asked gold pay soldiers betrayed caravan guards seldom troubled much thoughts honor usurper king landing would pay well brother head ought gone keep safe sworn sword vaes dothrak reminded one may carry blade shed man blood yet men die said jhogo told traders eunuchs huge men strangle thieves wisps silk way blood shed gods angered let us hope brother wise enough steal anything ser jorah wiped grease mouth back hand leaned close table planned take dragon eggs warned cut hand much touched moment dany shocked words eggs mine magister illyrio gave bride gift would viserys want stones could said rubies diamonds fire opals princess dragon eggs rarer far traders drinking would sell manhoods even one stones three viserys could buy many sellswords might need dany known even suspected need steal ask brother true king brother ser jorah acknowledged understand ser said mother died giving birth father brother rhaegar even would never known much names viserys tell one left one said ser jorah longer khaleesi belong dothraki womb rides stallion mounts world held cup slave filled fermented mare milk sour smelling thick clots dany waved away even smell made feel ill would take chances bringing horse heart forced eat mean asked stallion everyone shouting understand stallion khal khals promised ancient prophecy child unite dothraki single khalasar ride ends earth promised people world herd oh dany said small voice hand smoothed robe swell stomach named rhaego name make usurper blood run cold suddenly doreah tugging elbow lady handmaid whispered urgently brother  dany looked length long roofless hall striding toward lurch step could tell viserys found wine something passed courage wearing scarlet silks soiled travel stained cloak gloves black velvet faded sun boots dry cracked silver blond hair matted tangled longsword swung belt leather scabbard dothraki eyed sword passed dany heard curses threats angry muttering rising around like tide music died away nervous stammering drums sense dread closed around heart go commanded ser jorah stop bring tell dragon eggs wants knight rose swiftly feet sister viserys shouted voice thick wine come feast dare presume eat without one eats king whore hide dragon stopped beside largest three firepits peering around faces dothraki five thousand men hall handful knew common tongue yet even words incomprehensible look know drunk ser jorah went swiftly whispered something ear took arm viserys wrenched free keep hands one touches dragon without leave dany glanced anxiously high bench khal drogo saying something khals beside khal jommo grinned khal ogo began guffaw loudly sound laughter made viserys lift eyes khal drogo said thickly voice almost polite feast staggered away ser jorah making join three khals high bench khal drogo rose spat dozen words dothraki faster dany could understand pointed khal drogo says place high bench ser jorah translated brother khal drogo says place viserys glanced khal pointing back long hall corner wall deep shadow better men would need look sat lowest low raw unblooded boys old men clouded eyes stiff joints dim witted maimed far meat farther honor place king brother declared place khal drogo answered common tongue dany taught sorefoot king clapped hands together cart bring cart khal rhaggat five thousand dothraki began laugh shout ser jorah standing beside viserys screaming ear roar hall thunderous dany could hear saying brother shouted back two men grappled mormont knocked viserys bodily floor brother drew sword bared steel shone fearful red glare firepits keep away viserys hissed ser jorah backed step brother climbed unsteadily feet waved sword head borrowed blade magister illyrio given make seem kingly dothraki shrieking sides screaming vile curses dany gave wordless cry terror knew drawn sword meant even brother  voice made viserys turn head saw first time said smiling stalked toward slashing air cut path wall enemies though one tried bar way blade must begged please viserys forbidden put sword come share cushions drink food dragon eggs want throw away sword tells fool ser jorah shouted get us killed viserys laughed kill us shed blood sacred city laid point sword daenerys breasts slid downward curve belly want came told want crown promised bought never paid tell want bargained taking back eggs keep bloody foal cut bastard leave sword point pushed silks pricked navel viserys weeping saw weeping laughing time man brother distantly far away dany heard handmaid jhiqui sobbing fear pleading dared translate khal would bind drag behind horse way mother mountains put arm around girl afraid said shall tell know enough words yet done khal drogo spoke brusque sentences dothraki knew understood sun life stepped high bench say man brother asked flinching grown silent hall could hear bells khal drogo hair chiming softly step took bloodriders followed like three copper shadows daenerys gone cold says shall splendid golden crown men shall tremble behold viserys smiled lowered sword saddest thing thing tore afterward way smiled wanted said promised sun life reached dany slid arm around waist khal said word bloodriders leapt forward qotho seized man brother arms haggo shattered wrist single sharp twist huge hands cohollo pulled sword limp fingers even viserys understand shouted cannot touch dragon dragon crowned khal drogo unfastened belt medallions pure gold massive ornate one large man hand shouted command cook slaves pulled heavy iron stew pot firepit dumped stew onto ground returned pot flames drogo tossed belt watched without expression medallions turned red began lose shape could see fires dancing onyx eyes slave handed pair thick horsehair mittens pulled never much looking man viserys began scream high wordless scream coward facing death kicked twisted whimpered like dog wept like child dothraki held tight ser jorah made way dany side put hand shoulder turn away princess beg folded arms across swell belly protectively last viserys looked sister please dany tell make sweet sister  gold half melted starting run drogo reached flames snatched pot crown roared crown cart king upended pot head man brother sound viserys targaryen made hideous iron helmet covered face like nothing human feet hammered frantic beat dirt floor slowed stopped thick globs molten gold dripped onto chest setting scarlet silk smoldering yet drop blood spilled dragon dany thought curiously calm fire cannot kill dragon\",\n          \"river blue green ribbon shining morning sun reeds grew thick shallows along banks arya saw water snake skimming across surface ripples spreading behind went overhead hawk flew lazy circles seemed peaceful place koss spotted dead man reeds pointed arya saw body soldier shapeless swollen sodden green cloak hung rotted log school tiny silver fishes nibbling face told bodies lommy announced could taste water yoren saw corpse spat dobber see got anything worth taking mail knife bit coin spurred gelding rode river horse struggled soft mud beyond reeds water deepened yoren rode back angry horse covered brown slime knees crossing koss come upriver look ford woth gerren go downstream rest wait put guard dobber found leather purse dead man belt inside four coppers little hank blond hair tied red ribbon lommy tarber stripped naked went wading lommy scooped handfuls slimy mud threw hot pie shouting mud pie mud pie back wagon rorge cursed threatened told unchain yoren gone one paid mind kurz caught fish bare hands arya saw standing shallow pool calm still water hand darting quick snake fish swam near look hard catching cats fish claws midday others returned woth reported wooden bridge half mile downstream someone burned yoren peeled sourleaf bale might could swim horses maybe donkeys way get wagons across smoke north west fires could side river place want picked long stick drew circle mud line trailing gods eye river flowing south poked hole beside line river circle go round west lake like thought east takes us back kingsroad moved stick line circle met near recall town holdfast stone lordling got seat towerhouse guard might knight two follow river north dark boats mean sell got hire us one drew stick circle lake bottom top gods good find wind sail across gods eye harrentown thrust point top circle buy new mounts else take shelter harrenhal lady whent seat always friend watch hot pie eyes got wide ghosts harrenhal yoren spat ghosts tossed stick mud mount arya remembering stories old nan used tell harrenhal evil king harren walled inside aegon unleashed dragons turned castle pyre nan said fiery spirits still haunted blackened towers sometimes men went sleep safe beds found dead morning burnt arya really believe anyhow happened long time ago hot pie silly ghosts harrenhal would knights arya could reveal lady whent knights would escort home keep safe knights kept safe especially women maybe lady whent would even help crying girl river track kingsroad yet half bad wagons rolled along smartly saw first house hour shy evenfall snug little thatch roofed cottage surrounded fields wheat yoren rode ahead hallooing got answer dead might hiding dobber rey three men went cottage pots gone sign coin laid yoren muttered returned animals run like might met em kingsroad least house field burned corpses tarber found garden back pulled onions radishes filled sack cabbages went way little farther road glimpsed forester cabin surrounded old trees neatly stacked logs ready splitting later ramshackle stilt house leaning river poles ten feet tall deserted passed fields wheat corn barley ripening sun men sitting trees walking rows scythes finally town came view cluster white houses spread around walls holdfast big sept shingled wooden roof lord towerhouse sitting small rise west sign people anywhere yoren sat horse frowning tangle beard like said go us look careful look see maybe folk hiding might left boat behind weapons use black brother left ten guard wagons whimpery little girl split rest four groups five search town keep eyes ears open warned rode towerhouse see sign lordling guards arya found gendry hot pie lommy squat kettlebellied woth pulled oar galley made next best thing sailor yoren told take lakefront see could find boat rode silent white houses gooseprickles crawled arya arms empty town frightened almost much burnt holdfast found crying girl one armed woman would people run leave homes everything could scare much sun low west houses cast long dark shadows sudden clap sound made arya reach needle shutter banging wind open river shore closeness town unnerved glimpsed lake ahead houses trees arya put knees horse galloping past woth gendry burst onto grassy sward beside pebbled shore setting sun made tranquil surface water shimmer like sheet beaten copper biggest lake ever seen hint far shore saw rambling inn left built water heavy wooden pilings right long pier jutted lake  docks farther east wooden fingers reaching town boat view upside rowboat abandoned rocks beneath inn bottom thoroughly rotted gone arya said dejected would inn lommy said others rode think left food ale let go see hot pie suggested never mind inn snapped woth yoren said find boat took boats somehow arya knew true could search whole town find upside rowboat despondent climbed horse knelt lake water lapped softly around legs lantern bugs coming little lights blinking green water warm tears salt tasted summer mud growing things arya plunged face wash dust dirt sweat day leaned back trickles ran back neck collar felt good wished could take clothes swim gliding warm water like skinny pink otter maybe could swim way winterfell woth shouting help search peering boathouses sheds horse grazed along shore found sails nails buckets tar gone hard mother cat litter new born kittens boats town dark forest yoren others reappeared tower empty said lord gone fight maybe get smallfolk safety telling horse pig left town eat saw goose running loose chickens good fish gods eye boats gone arya reported could patch bottom rowboat said koss might four us yoren said nails lommy pointed trees around could build us boats yoren spat know anything bout boat building dyer boy lommy looked blank raft suggested gendry anyone build raft long poles pushing yoren looked thoughtful lake deep pole across stayed shallows near shore itd mean leaving wagons might best sleep stay inn lommy asked stay holdfast gates barred old man said like feel stone walls sleep arya could keep quiet stay blurted people ran even lord arry scared lommy announced braying laughter snapped back smart boy said yoren thing folks lived war like night watch takes part man enemy man friend thought time held tongue lommy rest looking want seem craven front holdfast gates studded iron nails within found pair iron bars size saplings post holes ground metal brackets gate slotted bars brackets made huge x brace red keep yoren announced explored holdfast top bottom better night well enough walls rough unmortared stone ten feet high wooden catwalk inside battlements postern gate north gerren discovered trap straw old wooden barn leading narrow winding tunnel followed long way earth came lake yoren roll wagon top trap make certain one came way divided three watches sent tarber kurz cutjack abandoned towerhouse keep eye high kurz hunting horn sound danger threatened drove wagons animals inside barred gates behind barn ramshackle thing large enough hold half animals town townfolk would shelter times trouble even larger low long built stone thatched roof koss went postern gate brought goose back two chickens well yoren allowed cookfire big kitchen inside holdfast though pots kettles taken gendry dobber arya drew cook duty dobber told arya pluck fowl gendry split wood split wood asked one listened sullenly set plucking chicken yoren sat end bench sharpening edge dirk whetstone food ready arya ate chicken leg bit onion one talked much even lommy gendry went afterward polishing helm look face like even crying girl whimpered wept hot pie offered bit goose gobbled looked arya drew second watch found straw pallet sleep come easy borrowed yoren stone set honing needle syrio forel said dull blade like lame horse hot pie squatted pallet beside watching work get good sword like asked saw look gave raised hands defensively never said stole wanted know got brother gave muttered never knew brother arya paused scratch shirt fleas straw though see would bother lots brothers bigger littler talking like yoren said keep mouth shut bigger lied swords big longswords showed kill people bother talking bothering hot pie went let alone arya curled pallet could hear crying girl far side wish quiet cry time must slept though never remembered closing eyes dreamed wolf howling sound terrible woke arya sat pallet heart thumping hot pie wake scrambled feet woth gendry hear pulled boot around men boys stirred crawled pallets wrong hot pie asked hear gendry wanted know arry bad dream someone else said heard insisted wolf arry wolves head sneered lommy let howl gerren said woth agreed never saw wolf could storm holdfast hot pie saying never heard nothing wolf shouted yanked second boot something wrong someone coming get could hoot sound came shuddering night wolf time kurz blowing hunting horn sounding danger heartbeat pulling clothes snatching whatever weapons owned arya ran gate horn sounded dashed past barn biter threw furiously chains jaqen hghar called back wagon boy sweet boy war red war boy free us man fight boy ignored plunged could hear horses shouts beyond wall scrambled onto catwalk parapets bit high arya bit short wedge toes holes stones see moment thought town full lantern bugs realized men torches galloping houses saw roof go flames licking belly night hot orange tongues thatch caught another followed another soon fires blazing everywhere gendry climbed beside wearing helm many arya tried count riding fast torches spinning air flung hundred said two hundred know roar flames could hear shouts come us soon gendry said pointing column riders moved burning buildings toward holdfast firelight glittered metal helms spattered mail plate orange yellow highlights one carried banner tall lance thought red hard tell night fires roaring around everything seemed red black orange fire leapt one house another arya saw tree consumed flames creeping across branches stood night robes living orange everyone awake manning catwalks struggling frightened animals could hear yoren shouting commands something bumped leg glanced discover crying girl clutching get away wrenched leg free run hide someplace stupid shoved girl away riders reined gates holdfast shouted knight tall helm spiked crest open name king aye king old reysen yelled back woth cuffed silence yoren climbed battlement beside gate faded black cloak tied wooden staff men hold shouted townfolk gone old man one lord beric cravens called knight spiked helm fat fool thoros ask likes fires got man yoren shouted back lads watch got part war hoisted staff could see color cloak look black night watch black house dondarrion called man bore enemy banner arya could see colors clearly light burning town golden lion red lord beric sigil purple lightning bolt black field suddenly arya remembered morning thrown orange sansa face gotten juice stupid ivory silk gown southron lordling tourney sister stupid friend jeyne love lightning bolt shield father sent behead hound brother seemed thousand years ago something happened different person different life arya stark hand daughter arry orphan boy would arry know lords blind man yoren waved staff back forth making cloak ripple see bloody lightning bolt night banners look black knight spiked helm observed open know outlaws league king enemies yoren spat got command reflections burning houses glimmered dully armor warhorse others parted let pass stout man manticore shield ornate scrollwork crawling across steel breastplate open visor helm face pale piggy peered ser amory lorch bannerman lord tywin larmister casterly rock hand king true king joffrey high thin voice name command open gates around town burned night air full smoke drifting red embers outnumbered stars yoren scowled see need want town naught leave us foes look eyes arya wanted shout men see lords knights whispered think care arry gendry whispered back looked ser amory face way syrio taught look saw right traitors open gates ser amory called make certain telling true way yoren chewing sourleaf told one us got word knight spiked helm laughed crow gives us word lost old man mocked one spearmen wall long way north command king joffrey name prove loyalty profess open gates said ser amory long moment yoren considered chewing spat think defy king command proclaim rebels black cloaks got young boys yoren shouted young boys old men die ser amory raised lanquid fist spear came hurtling fire bright shadows behind yoren must target woth beside hit spearhead went throat exploded back neck dark wet woth grabbed shaft fell boneless walk storm walls kill ser amory said bored voice spears flew arya yanked hot pie back tunic outside came rattle armor scrape swords scabbards banging spears shields mingled curses hoofbeats racing horses torch sailed spinning heads trailing fingers fire thumped dirt yard blades yoren shouted spread apart defend wall wherever hit koss urreg hold postern lommy pull spear woth get hot pie dropped shortsword tried unsheath arya shoved blade back hand know swordfight said white eyed easy arya said lie died throat hand grasped top parapet saw light burning town clear time stopped fingers blunt callused wiry black hairs grew knuckles dirt nail thumb fear cuts deeper swords remembered top pothelm loomed behind hand slashed hard needle castle forged steel bit grasping fingers knuckles winterfell screamed blood spurted fingers flew helmed face vanished suddenly appeared behind hot pie yelled arya whirled second man bearded helmetless dirk teeth leave hands free climbing swung leg parapet drove point eyes needle never touched reeled backward fell hope falls face cuts tongue watch screamed hot pie next time someone tried climb part wall boy hacked hands swordshort man dropped away ser amory ladders holdfast walls rough cut unmortared easy climb seemed end foes one arya cut stabbed shoved back another coming wall knight spiked helm reached rampart yoren tangled black banner around spike forced point dirk armor man fighting cloth every time arya looked torches flying trailing long tongues flame lingered behind eyes saw gold lion red banner thought joffrey wishing could drive needle sneery face four men assaulted gate axes koss shot arrows one one dobber wrestled man walk lommy smashed head rock could rise hooted saw knife dobber belly realized getting either arya jumped dead boy older jon lying arm cut think done sure heard qyle beg mercy knight wasp shield smashed face spiked mace everything smelled blood smoke iron piss time seemed like one smell never saw skinny man got wall fell gendry hot pie gendry sword shattered man helm tearing head underneath bald scared looking missing teeth speckly grey beard even feeling sorry killing shouting winterfefl winterfell hot pie screamed hot pie beside hacked man scrawny neck skinny man dead gendry stole sword leapt yard fight arya looked past saw steel shadows running holdfast firelight shining mail blades knew gotten wall somewhere broken postern jumped beside gendry landing way syrio taught night rang clash steel cries wounded dying moment arya stood uncertain knowing way go death around yoren shaking screaming face boy yelled way always yelled get done lost herd others boys get arya said trap screamed barn quick gone fight sword hand arya grabbed gendry arm said go shouted barn way slits helm bull eyes shone reflected fire nodded called hot pie wall found lommy greenhands lay bleeding spear thrust calf found gerren hurt bad move running toward barn arya spied crying girl sitting middle chaos surrounded smoke slaughter grabbed hand pulled feet others raced ahead girl walk even slapped arya dragged right hand held needle left ahead night sullen red bam fire thought flames licking sides torch fallen straw could hear screaming animals trapped within hot pie stepped barn arry come lommy gone leave come stubbornly arya dragged harder pulling crying girl along hot pie scuttled back inside abandoning gendry came back fire shining bright polished helm horns seemed glow orange ran hoisted crying girl shoulder run rushing barn doors like running furnace air swirling smoke back wall sheet fire ground roof horses donkeys kicking rearing screaming poor animals arya thought saw wagon three men manacled bed biter flinging chains blood running arms irons clasped wrists rorge screamed curses kicking wood boy called jaqen h ghar sweet boy open trap feet ahead fire spreading fast consuming old wood dry straw faster would believed arya remembered hound horrible burned face tunnel narrow gendry shouted get pull arya said push good boys kind boys called jaqen h ghar coughing get fucking chains rorge screamed gendry ignored go first hurry long way split firewood arya remembered leave axe spared glance chained men save donkeys first time take yelled get fire beat back hot red wings fled burning barn felt blessedly cool outside men dying around saw koss throw blade yield saw kill stood smoke everywhere sign yoren axe gendry left woodpile outside wrenched free mailed hand grabbed arm spinning arya drove head axe hard legs never saw face dark blood seeping links hauberk going back barn hardest thing ever smoke pouring open door like writhing black snake could hear screams poor animals inside donkeys horses men chewed lip darted doors crouched low smoke quite thick donkey caught ring fire shrieking terror pain could smell stench burning hair roof gone things falling pieces flaming wood bits straw hay arya put hand mouth nose see wagon smoke could still hear biter screaming crawled toward sound wheel looming wagon jumped moved half foot biter threw chains jaqen saw hard breathe let alone talk threw axe wagon rorge caught lifted head rivers sooty sweat pouring noseless face arya running coughing heard steel crash old wood instant later came crack loud thunder bottom wagon came ripping loose explosion splinters arya rolled headfirst tunnel dropped five feet got dirt mouth care taste fine taste mud water worms life earth air cool dark nothing blood roaring red choking smoke screams dying horses moved belt around needle would way began crawl dozen feet tunnel heard sound like roar monstrous beast cloud hot smoke black dust came billowing behind smelling hell arya held breath kissed mud floor tunnel cried could say chapter 15\",\n          \"sobbing sam took another step last one last go feet moved one took step another thought feet someone else someone else walking looked could see stumbling snow shapeless things clumsy boots black seemed remember snow caked around misshapen white balls like two clubfeet made ice would stop snow drifts past knees crust covered lower legs like pair white greaves steps dragging lurching heavy pack carried made look like monstrous hunchback tired tired go mother mercy every fourth fifth step reach tug swordbelt lost sword fist scabbard still weighed belt two knives dragonglass dagger jon given steel one cut meat weight dragged heavy belly big round forgot tug belt slipped right tangled round ankles matter tight cinched tried belting belly came almost armpits grenn laughed sick sight dolorous edd said knew man wore sword chain around neck like one day stumbled hilt went nose sam stumbling rocks beneath snow roots trees sometimes deep holes frozen ground black bernarr stepped one broken ankle three days past maybe four know long truly lord commander put bernarr horse sobbing sam took another step felt like falling walking falling endlessly never hitting ground falling forward forward stop hurts much cold tired need sleep little sleep beside fire bite eat frozen stopped died knew knew left fifty fled fist maybe wandered snow wounded bled death sometimes sam heard shouts behind rear guard awful scream heard run twenty yards thirty fast far could half frozen feet kicking snow would running still legs stronger behind us still behind us taking us one one sobbing sam took another step cold long forgetting like feel warm wore three pairs hose two layers smallclothes beneath double lambswool tunic thick quilted coat padded cold steel chainmail hauberk loose surcoat triplethick cloak bone button fastened tight chins hood flopped forward forehead heavy fur mitts covered hands thin wool leather gloves scarf wrapped snugly lower half face tight fitting fleece lined cap pull ears beneath hood still cold feet especially even feel yesterday hurt bad could hardly bear stand let alone walk every step made want scream yesterday could remember slept since fist since horn blown unless walking could man walk sleeping sam know else forgotten sobbing took another step snow swirled around sometimes fell white sky sometimes black remained day night wore shoulders like second cloak piled high atop pack carried made even heavier harder bear small back hurt abominably someone shoved knife wiggling back forth every step shoulders agony weight mail would given anything take afraid anyway would needed remove cloak surcoat get cold would stronger though good wishing sam weak fat fat could hardly bear weight mail much much felt though rubbing shoulders raw despite layers cloth quilt steel skin thing could cry cried tears froze cheeks sobbing took another step crust broken set feet otherwise think could moved left right half seen silent trees torches turned vague orange haloes falling snow turned head could see slipping silent wood bobbing back forth old bear ring fire reminded woe leaves walked seemed chasing torches ahead legs well longer stronger could never catch yesterday begged let one torchbearers even meant walking outside column darkness pressing close wanted fire dreamed fire fire would cold someone reminded torch start dropped snow snuffed fire sam remember dropping torch supposed true weak hold arm long edd reminded torch grenn remember either fat weak useless even wits freezing took another step wrapped scarf nose mouth covered snot stiff feared must frozen face even breathing hard air cold hurt swallow mother mercy muttered hushed husky voice beneath frozen mask mother mercy mother mercy mother mercy prayer took another step dragging legs snow mother mercy mother mercy mother mercy mother thousand leagues south safe sisters little brother dickon keep horn hill hear mother mother merciful septons agreed seven power beyond wall old gods ruled nameless gods trees wolves snows mercy whispered whatever might listening old gods new demons oh mercy mercy mercy maslyn screamed mercy suddenly remembered nothing wanted remember man stumbled backward dropping sword pleading yielding even yanking thick black glove thrusting gauntlet still shrieking quarter wight lifted air throat near ripped head dead mercy left others think think remember walk walk walk sobbing took another step root beneath crust caught toe sam tripped fell heavily one knee hard bit tongue could taste blood mouth warmer anything tasted since fist end thought fallen could seem find strength rise groped tree branch clutched tight trying pull back feet stiff legs would support mail heavy fat besides weak tired back feet piggy someone growled went past sam paid mind lie snow close eyes bad dying possibly colder little able feel ache lower back terrible pain shoulders could feel feet first die say hundreds died fist died around died seen shivering sam released grip tree eased snow cold wet knew could scarcely feel clothing stared upward pale white sky snowflakes drifted upon stomach chest eyelids snow cover like thick white blanket warm snow speak say died man night watch duty one say forswore fat weak craven duty ravens responsibility brought along wanted go told told big coward maester aemon old blind besides send sam tend ravens lord commander given orders made camp fist fighter know boy happens attacked go trying prove otherwise get way send message come running ask letter say write send one bird castle black another shadow tower old bear pointed gloved finger right sam face care scared foul breeches care thousand wildlings coming walls howling blood get birds swear hunt seven hells make damn sorry mormont raven bobbed head croaked sorry sorry sorry sam sorry sorry braver stronger good swords better son father better brother dickon girls sorry die better men died fist good men true squeaking fat boys like least would old bear hunting hell though got birds right least written messages ahead time short messages simple telling attack fist first men tucked away safe parchment pouch hoping would never need send horns blew sam sleeping thought dreaming first opened eyes snow falling camp black brothers grabbing bows spears running toward ringwall chett one nearby maester aemon old steward face full boils big wen neck sam never seen much fear man face saw chett third blast came moaning trees help get birds pleaded steward turned run dagger hand dogs care sam remembered probably lord commander given orders well fingers stiff clumsy gloves shaking fear cold found parchment pouch dug messages written ravens shrieking furiously opened castle black cage one flew right face two escaped sam could catch one pecked glove drawing blood yet somehow held long enough attach little roll parchment warhorn fallen silent fist rang shouted commands clatter steel fly sam called tossed raven air birds shadow tower cage screaming fluttering madly afraid open door made anyway time caught first raven tried escape moment later clawing way falling snow bearing word attack duty done finished dressing clumsy frightened fingers donning cap surcoat hooded cloak buckling swordbelt buckling real tight fall found pack stuffed things inside spare smallclothes dry socks dragonglass arrowheads spearhead jon given old horn parchments inks quills maps drawing rock hard garlic sausage saving since wall tied shouldered pack onto back lord commander said rush ringwall recalled said come running either sam took deep breath realized know next remembered turning circle lost fear growing inside always dogs barking horses trumpeting snow muffled sounds made seem far away sam could see nothing beyond three yards even torches burning along low stone wall ringed crown hill could torches gone scary think horn blew thrice long three long blasts means others white walkers wood cold shadows monsters tales made squeak tremble boy riding giant ice spiders hungry blood awkwardly drew sword plodded heavily snow holding dog ran past barking saw men shadow tower big bearded men longaxes eight foot spears felt safer company followed wall saw torches still burning atop ring stones shudder relief went black brothers stood swords spears hand watching snow fall waiting ser mallador locke went horse wearing snow speckled helm sam stood well back behind others looking grenn dolorous edd die let die beside friends remembered thinking men around strangers shadow tower men command ranger named blane come heard brother say notch said blane twenty black arrows pulled many quivers notched many bowstrings gods good hundreds voice said softly draw blane said hold sam could see want see men night watch stood behind torches waiting arrows pulled back ears something came dark slippery slope snow hold blane said hold hold loose arrows whispered flew ragged cheer went men along ringwall died quickly stopping lord man said blane another shouted look coming trees yet another said gods ha mercy crawling almost us sam backing away shaking like last leaf tree wind kicks much cold fear cold night even colder snow feels almost warm feel better little rest needed maybe little strong enough walk little  horse stepped past head shaggy grey beast snow mane hooves crusted ice sam watched come watched go another appeared falling snow man black leading saw sam path cursed led horse around wish horse thought ff horse could keep going could sit even sleep saddle mounts lost fist though remained carried food torches wounded sam wounded fat weak greatest craven seven kingdoms coward lord randyll father always said right sam heir never worthy father sent away wall little brother dickon would inherit tarly lands castle greatsword heartsbane lords horn hill bome proudly centuries wondered whether dickon would shed tear brother died snow somewhere beyond edge world coward worth weeping heard father tell mother much half hundred times old bear knew fire arrows lord commander roared night fist appeared suddenly astride horse give flame noticed sam quaking tarly get place ravens got messages away good mormont shoulder raven echoed good good lord commander looked huge fur mail behind black iron visor eyes fierce way go back cages need send another message want find first see birds ready wait response turned horse trotted around ring shouting fire give fire sam need told twice went back birds fast fat legs could carry write message ahead time thought get birds away fast need took longer light little fire warm frozen ink sat beside rock quill parchment wrote messages attacked amidst snow cold thrown back fire arrows wrote heard thoren smallwood voice ring command notch draw loose flight arrows made sound sweet mother prayer bum dead bastards bum dywen sang cackling brothers cheered cursed safe wrote remain fist first men sam hoped better archers put note aside found another blank parchment still fighting fist amidst heavy snow wrote someone shouted still coming result uncertain spears someone said might ser mallador sam could swear wights attacked us fist snow wrote drove fire turned head drifting snow could see huge fire center camp mounted men moving restlessly around reserve knew ready ride anything breached ringwall armed torches place swords lighting flames wights around us wrote heard shouts north face coming north south spears swords stop fire loose loose loose voice screamed night another shouted bloody huge third voice said giant fourth insisted bear bear horse shrieked hounds began bay much shouting sam make voices anymore wrote faster note note dead wildlings giant maybe bear us around heard crash steel wood could mean one thing wights ringwall fighting inside camp dozen mounted brothers pounded past toward east wall burning brands streaming flames rider hand lord commander mormont meeting fire winning holding cutting way free retreating wall trapped fist hard pressed one shadow tower men came staggering darkness fall sam feet crawled within foot fire died lost sam wrote battle lost lost must remember fight fist want remember tried make remember mother little sister talla girl gilly craster keep someone shaking shoulder get voice said sam go sleep get keep walking asleep remembering go away said words frosting cold air well want rest get grenn voice harsh husky loomed sam blacks crusty snow resting old bear said die grenn smiled truly good go catch rested bit longer grenn thick brown beard frozen around mouth made look like old man freeze others get sam get night left wall pyp teased grenn way sam remembered smiling saying grenn good choice ranging since stupid terrified grenn hotly denied realized saying stocky thick necked strong ser alliser thorne called aurochs way called sam ser piggy jon lord snow always treated sam nice enough jon though jon none would liked jon gone lost skirling pass qhorin halfhand likely dead sam would cried tears would freeze well could scarcely keep eyes open tall brother torch stopped beside wonderful moment sam felt warmth face leave man said grenn walk done save strength grenn get grenn replied needs hand man moved taking blessed warmth grenn tried pull sam feet hurts complained stop grenn hurting arm stop bloody heavy grenn jammed hands sam armpits gave grunt hauled upright moment let go fat boy sat back snow grenn kicked solid thump cracked crust snow around boot sent flying everywhere get kicked get walk walk sam fell sideways curling tight ball protect kicks hardly felt wool leather mail even hurt thought grenn friend kick friends let need rest rest sleep maybe die little take torch take fat boy suddenly jerked cold air away sweet soft snow floating arm knees another one back sam raised head blinked face loomed close broad brutal face flat nose small dark eyes thicket coarse brown beard seen face took moment remember paul small paul melting ice ran eyes heat torch carry heard grenn ask carried calf heavier carried mother could get drink milk sam head bobbed every step small paul took stop muttered put baby man night watch sobbed let die quiet sam said grenn save strength think sisters brother maester aemon favorite foods sing song like aloud head sam knew hundred songs tried think one words gone head sobbed said know songs grenn know yes said grenn bear maiden fair everybody knows one bear bear bear black brown covered hair one sam pleaded bear come fist hair left rotted flesh want think bears songs please grerm think ravens never mine lord commander ravens ravens night watch belonged castle black shadow tower small paul frowned chett said could old bear raven one talks saved food everything shook head forgot though left food hid plodded onward pale white breath coming mouth every step suddenly said could one ravens one never let lark eat gone said sam sorry sorry flying back wall set birds free heard warhorns sound calling watch horse two short blasts long one call mount reason mount unless abandon fist meant battle lost fear bit strong sam could open cages watched last raven flap snowstorm realize forgotten send messages written squealed oh oh snow fell horns blew ahooo ahooo ahooooooooooooooooooo cried horse horse horse sam saw two ravens perched rock ran birds flapped lazily swirling snow opposite directions chased one breath puffing nose thick white clouds stumbled found ten feet ringwall remembered dead coming stones arrows faces throats ringmail almost naked wildlings wore faded blacks remembered one shadow tower men shoving spear wight pale soft belly back thing staggered right shaft reached black hands twisted brother head around blood came mouth bladder let go first time almost sure remember running must next knew near fire half camp away old ser ottyn wythers archers ser ottyn knees snow staring chaos around riderless horse came kicked face archers paid mind loosing fire arrows shadows dark sam saw one wight hit saw flames engulf dozen behind huge pale shape must bear soon enough bowmen arrows sam found horse horse never recalled mounting either maybe horse smashed ser ottyn face horns still blowing kicked horse turned toward sound midst carnage chaos blowing snow found dolorous edd sitting garron plain black banner spear sam edd said saw would wake please terrible nightmare men mounting every moment warhorns called back ahooo ahooo ahooooooooooooooooooo west wall lord thoren smallwood screamed old bear fought control horse send reserves mormont bellow top lungs heard horns call back cut way stood stirrups black cloak snapping wind fire shining armor spearhead roared form wedge ride south face east lord south slope crawling others steep mormont said garron screamed reared almost threw bear came staggering snow sam pissed think left inside bear dead pale rotting fur skin sloughed half right arm burned bone yet still came eyes lived bright blue fon said shone like frozen stars thoren smallwood charged longsword shining orange red light fire swing near took bear head bear took ride lord commander shouted wheeling gallop time reached ring sam always frightened jump horse low stone wall loomed knew choice kicked closed eyes whimpered garron took somehow somehow garron took rider right came crashing tangle steel leather screaming horseflesh wights swarming wedge closing plunged hillside run clutching black hands burning blue eyes blowing snow horses stumbled rolled men swept saddles torches spun air axes swords hacked dead flesh samwell tarly sobbed clutching desperately horse strength never knew middle flying spearhead brothers either side behind well dog ran ways bounding snowy slope among horses could keep wights stood ground ridden trampled underhoof even fell clutched swords stirrups legs passing horses sam saw one claw open garron belly right hand clung saddle left suddenly trees sam splashing frozen stream sounds slaughter dwindling behind turned breathless relief man black leapt brush yanked saddle sam never saw instant galloping away next tried run horse feet tangled root fell hard face lay weeping like baby dolorous edd found last coherent memory fist first men later hours later stood shivering among survivors half mounted half afoot miles fist though sam remember dywen led five packhorses heavy laden food oil torches three made far old bear made redistribute loads loss one horse provisions would catastrophe took garrons healthy men gave wounded organized walkers set torches guard flanks rear need walk sam told took first step toward home hour gone begun struggle lag lagging well saw remembered pyp saying small paul strongest man watch must carry yet even snow growing deeper ground treacherous paul strides begun shorten horsemen passed wounded men looked sam dull incurious eyes torch bearers went well falling behind one told next agreed one like wait paul leave pig dead men promised could bird small paul said even though sam truly mine give want bird talks eats corn hand bloody fool torch man said gone grenn stopped suddenly alone said hoarse voice see torches rear guard small paul answer big man gave grunt sank knees arms trembled lay sam gently snow carry would shivered violently wind sighed trees driving fine spray snow faces cold bitter sam felt naked looked torches gone every one one grenn carried flames rising like pale orange silks could see black beyond torch bum soon thought alone without food friends fire wrong alone lower branches great green sentinel shed burden snow soft wet plop grenn spun thrusting torch goes horse head emerged darkness sam felt moment relief saw horse hoarfrost covered like sheen frozen sweat nest stiff black entrails dragged open belly back rider pale ice sam made whimpery sound deep throat scared might pissed cold cold savage bladder felt frozen solid slid gracefully saddle stand upon snow sword slim milky white armor rippled shifted moved feet break crust new fallen snow small paul unslung long hafted axe strapped across back hurt horse mawney horse sam groped hilt sword scabbard empty lost fist remembered late get away grenn took step thrusting torch away bum poked flames sword gleamed faint blue glow moved toward grenn lightning quick slashing ice blue blade brushed flames screech stabbed sam ears sharp needle head torch tumbled sideways vanish beneath deep drift snow fire snuffed grenn held short wooden stick flung cursing small paul charged axe fear filled sam worse fear ever felt samwell tarly knew every kind fear mother mercy wept forgetting old gods terror father protect oh oh fingers found dagger filled hand wights slow clumsy things light snow wind slid away paul axe armor rippling crystal sword twisted spun slipped iron rings paul mail leather wool bone flesh came back hissssssssssss sam heard paul say oh lost axe impaled blood smoking around sword big man tried reach killer hands almost fell weight tore strange pale sword grip stop crying fight baby fight craven father heard alliser thorne brother dickon boy rast craven craven craven giggled hysterically wondering would make wight huge fat white wight always tripping dead feet sam jon jon dead stumbling forward falling running really closing eyes shoving dagger blindly hands heard crack like sound ice makes breaks beneath man foot screech shrill sharp went staggering backward hands muffled ears fell hard arse opened eyes armor running legs rivulets pale blue blood hissed steamed around black dragonglass dagger throat reached two bone white hands pull knife fingers touched obsidian smoked sam rolled onto side eyes wide shrank puddled dissolving away twenty heartbeats flesh gone swirling away fine white mist beneath bones like milkglass pale shiny melting finally dragonglass dagger remained wreathed steam alive sweating grenn bent scoop flung mother cold obsidian sam struggled knees dragonglass call dragonglass dragon glass giggled cried doubled heave courage onto snow grenn pulled sam feet checked small paul pulse closed eyes snatched dagger time able hold keep sam said craven like craven killed grenn pointed knife look trees pink light dawn sam dawn must east head way catch mormont say sam kicked left foot tree knock snow right try grimacing took step try hard another chapter 19\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":14}]},{"cell_type":"code","source":["got.groupby('Name').size().sort_values()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":962},"id":"kKYILfUPVN0p","outputId":"52fd8139-64cd-44e3-bee9-b48f172271c2","executionInfo":{"status":"ok","timestamp":1763464824484,"user_tz":-60,"elapsed":45,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Name\n","Epilogue                      1\n","The Queenmaker                1\n","The Prophet                   1\n","The Princess in The Tower     1\n","The Kraken's Daughter         1\n","The Iron Captain              1\n","The Drowned Man               1\n","The Soiled Knight             1\n","The Reaver                    1\n","The Captain Of Guards         1\n","Appendix                      3\n","Intro                         4\n","Prologue                      4\n","Theon                         6\n","Brienne                       8\n","Davos                         9\n","Cersei                       10\n","Samwell                      10\n","Eddard                       15\n","Jaime                        16\n","Bran                         18\n","Daenerys                     21\n","Catelyn                      24\n","Sansa                        24\n","Jon                          29\n","Arya                         31\n","Tyrion                       35\n","dtype: int64"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>0</th>\n","    </tr>\n","    <tr>\n","      <th>Name</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Epilogue</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>The Queenmaker</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>The Prophet</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>The Princess in The Tower</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>The Kraken's Daughter</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>The Iron Captain</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>The Drowned Man</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>The Soiled Knight</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>The Reaver</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>The Captain Of Guards</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Appendix</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>Intro</th>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>Prologue</th>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>Theon</th>\n","      <td>6</td>\n","    </tr>\n","    <tr>\n","      <th>Brienne</th>\n","      <td>8</td>\n","    </tr>\n","    <tr>\n","      <th>Davos</th>\n","      <td>9</td>\n","    </tr>\n","    <tr>\n","      <th>Cersei</th>\n","      <td>10</td>\n","    </tr>\n","    <tr>\n","      <th>Samwell</th>\n","      <td>10</td>\n","    </tr>\n","    <tr>\n","      <th>Eddard</th>\n","      <td>15</td>\n","    </tr>\n","    <tr>\n","      <th>Jaime</th>\n","      <td>16</td>\n","    </tr>\n","    <tr>\n","      <th>Bran</th>\n","      <td>18</td>\n","    </tr>\n","    <tr>\n","      <th>Daenerys</th>\n","      <td>21</td>\n","    </tr>\n","    <tr>\n","      <th>Catelyn</th>\n","      <td>24</td>\n","    </tr>\n","    <tr>\n","      <th>Sansa</th>\n","      <td>24</td>\n","    </tr>\n","    <tr>\n","      <th>Jon</th>\n","      <td>29</td>\n","    </tr>\n","    <tr>\n","      <th>Arya</th>\n","      <td>31</td>\n","    </tr>\n","    <tr>\n","      <th>Tyrion</th>\n","      <td>35</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":15}]},{"cell_type":"code","source":["names = ['Arya', 'Bran', 'Brienne', 'Catelyn', 'Cersei',\n","         'Daenerys', 'Davos', 'Eddard', 'Jaime', 'Jon',\n","         'Samwell', 'Sansa',  'Theon', 'Tyrion']\n","\n","got = got[got.Name.isin(names)]"],"metadata":{"id":"xtG2KIoaVQp7","executionInfo":{"status":"ok","timestamp":1763464839112,"user_tz":-60,"elapsed":19,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":16,"outputs":[]},{"cell_type":"code","source":["cdict = {'Jon' : 'black',\n","         'Samwell' : 'tab:purple',\n","         'Eddard': 'tab:brown',\n","         'Arya' : 'lime',\n","         'Catelyn' : 'tab:green',\n","         'Bran' : 'tab:blue',\n","         'Sansa' : 'tab:pink',\n","         'Theon' : 'tab:cyan',\n","         'Brienne' : 'tab:gray',\n","         'Davos' : 'tab:olive',\n","         'Tyrion' : 'tab:red',\n","         'Jaime' : 'goldenrod',\n","         'Cersei' : 'gold',\n","         'Daenerys' : 'tab:orange',}"],"metadata":{"id":"4U8JHWmDVTdV","executionInfo":{"status":"ok","timestamp":1763464840370,"user_tz":-60,"elapsed":7,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":17,"outputs":[]},{"cell_type":"code","source":["from sklearn.feature_extraction.text import TfidfVectorizer\n","from sklearn.decomposition import TruncatedSVD"],"metadata":{"id":"n4qwYD6YVU6M","executionInfo":{"status":"ok","timestamp":1763464855924,"user_tz":-60,"elapsed":11,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":18,"outputs":[]},{"cell_type":"code","source":["%%time\n","documents = list(got.Text)\n","vectorizer = TfidfVectorizer()\n","X = vectorizer.fit_transform(documents)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oDeU68PIVUbK","outputId":"a77d67a4-01ad-4434-93f1-d4d180c0273d","executionInfo":{"status":"ok","timestamp":1763464863390,"user_tz":-60,"elapsed":520,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["CPU times: user 499 ms, sys: 2.97 ms, total: 502 ms\n","Wall time: 503 ms\n"]}]},{"cell_type":"code","source":["svd = TruncatedSVD(n_components=2)\n","data = svd.fit_transform(X)\n","scatter_x = data[:, 0]\n","scatter_y = data[:, 1]"],"metadata":{"id":"qXOQzqN2VYid","executionInfo":{"status":"ok","timestamp":1763464867823,"user_tz":-60,"elapsed":107,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":20,"outputs":[]},{"cell_type":"code","source":["plt.figure(figsize=(8, 8))\n","sns.scatterplot(x = scatter_x, y=scatter_y, hue=got.Name, s=150)\n","plt.tight_layout()\n","plt.axis('off')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":783},"id":"4GyurdBtVdu7","outputId":"550ec8e6-25c6-4101-cfc6-978d27f3ac53","executionInfo":{"status":"ok","timestamp":1763464870522,"user_tz":-60,"elapsed":669,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["# 3D viz\n","svd = TruncatedSVD(n_components=3)\n","data = svd.fit_transform(X)\n","scatter_x = data[:, 0]\n","scatter_y = data[:, 1]\n","scatter_z = data[:, 2]\n","px.scatter_3d(x=scatter_x, y=scatter_y, z=scatter_z, color=got.Name)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":542},"id":"LCTE3GTJVee8","outputId":"c9e078fa-9368-42db-c8f9-3ee31dc94fef","executionInfo":{"status":"ok","timestamp":1763464971005,"user_tz":-60,"elapsed":7916,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/html":["<html>\n","<head><meta charset=\"utf-8\" /></head>\n","<body>\n","    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>             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s=150)\n","plt.tight_layout()\n","plt.axis('off')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":783},"id":"5lholYxxVpgw","outputId":"f41befef-74c7-4853-fe10-aa76c257aa99","executionInfo":{"status":"ok","timestamp":1763465033766,"user_tz":-60,"elapsed":290,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x800 with 1 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We have already covered the rand score and the v-measure score, but some of these metrics below will be new to you. Read about them!\n","<ul>\n","  <li> Adjusted mutual info score </li>\n","  <li> Homogeneity score </li>\n","  <li> Completeness score </li>\n","  <li> Fowlkes mallows score </li>\n","</ul>"],"metadata":{"id":"rZyF5gQkZrJa"}},{"cell_type":"code","source":["from sklearn.metrics import (rand_score, adjusted_mutual_info_score,\n","                             homogeneity_score, completeness_score,\n","                             v_measure_score, fowlkes_mallows_score)\n","\n","def score_clustering(true_labels, predicted_labels):\n","  d = {\n","      \"Rand index\": rand_score(true_labels, predicted_labels),\n","      \"Adjusted Mutual Info\": adjusted_mutual_info_score(true_labels, predicted_labels),\n","      \"Homogeneity\": homogeneity_score(true_labels, predicted_labels),\n","      \"Completeness\": completeness_score(true_labels, predicted_labels),\n","      \"V measure\": v_measure_score(true_labels, predicted_labels),\n","      \"Fowlkes Mallows\": fowlkes_mallows_score(true_labels, predicted_labels),\n","  }\n","  for k, v in d.items():\n","    print(f\"{k:21s}: {v}\")"],"metadata":{"id":"cjH_MbWDVwfW","executionInfo":{"status":"ok","timestamp":1763465227217,"user_tz":-60,"elapsed":9,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":26,"outputs":[]},{"cell_type":"code","source":["from sklearn.cluster import KMeans\n","\n","kmeans = KMeans(n_clusters=len(names), random_state=1)\n","labels_pred = kmeans.fit_predict(X)\n","predicted_labels_as_names = [names[i] for i in labels_pred]"],"metadata":{"id":"Il2BuIi9V0DZ","executionInfo":{"status":"ok","timestamp":1763465246193,"user_tz":-60,"elapsed":246,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":27,"outputs":[]},{"cell_type":"code","source":["plt.figure(figsize=(8, 8))\n","sns.scatterplot(x = scatter_x, y=scatter_y, hue=labels_pred.astype(str), s=150,legend=\"full\")\n","for i, name in enumerate(predicted_labels_as_names):\n","    plt.text(scatter_x[i], scatter_y[i], name, fontsize=9)\n","plt.tight_layout()\n","plt.axis('off')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":783},"id":"PDL8fdELV2xE","outputId":"410751d4-3d08-4bf5-a6bd-9b7fae8f3c6a","executionInfo":{"status":"ok","timestamp":1763465251016,"user_tz":-60,"elapsed":2855,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":28,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["score_clustering(got.Name, labels_pred)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1rp-Mc8NV6Ms","outputId":"6842ac8a-5c67-4d43-d1ca-c51da79154c8","executionInfo":{"status":"ok","timestamp":1763465317653,"user_tz":-60,"elapsed":24,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":29,"outputs":[{"output_type":"stream","name":"stdout","text":["Rand index           : 0.9802083333333333\n","Adjusted Mutual Info : 0.9015623692167485\n","Homogeneity          : 0.9222467395909097\n","Completeness         : 0.9097674525767646\n","V measure            : 0.9159645929730406\n","Fowlkes Mallows      : 0.8807102161156556\n"]}]},{"cell_type":"markdown","source":["## KElbowVisualizer\n","\n","The KElbowVisualizer is a tool from the Yellowbrick library in Python designed to assist with clustering analysis, specifically in identifying the optimal number of clusters (k) for clustering algorithms like K-Means. It implements the elbow method, which is a popular heuristic for determining the ideal number of clusters by analyzing the rate of decrease in the distortion score (inertia) as the number of clusters increases.\n","\n","###Key Features:\n","- **Visualization of the Elbow Method:** Plots the inertia for different values of k to help pinpoint where adding more clusters provides diminishing returns (the \"elbow\").\n","- **Support for KMeans and MiniBatchKMeans:** Easily integrates with these clustering models.\n","- **Automated Detection of the Elbow:** Provides a suggested k using the \"knee\" point algorithm.\n","\n","###How It Works:\n","- **Inertia/Distortion Score:** Measures how tightly data points are grouped around cluster centroids. A lower inertia implies better-defined clusters.\n","- **The \"Elbow Point\":** As k increases, inertia decreases. However, the decrease slows down at some point (the elbow), indicating the optimal number of clusters."],"metadata":{"id":"9IHLgOW_5tyy"}},{"cell_type":"code","source":["from yellowbrick.cluster import KElbowVisualizer\n","# See https://www.scikit-yb.org/en/latest/api/cluster/elbow.html"],"metadata":{"id":"lGz-NqVDWHVh","executionInfo":{"status":"ok","timestamp":1763466203419,"user_tz":-60,"elapsed":398,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":30,"outputs":[]},{"cell_type":"code","source":["%%time\n","model = KMeans(random_state=1)\n","visualizer = KElbowVisualizer(model, k=(2, 20), metric='silhouette')\n","\n","# EXERCISE: fit to data\n","visualizer.fit(X)\n","visualizer.show()\n","# This will take a while"],"metadata":{"id":"W1QeblrIWJAC","colab":{"base_uri":"https://localhost:8080/","height":596},"outputId":"7e410d5f-acaa-43c3-edc3-ec4d1d0772e2","executionInfo":{"status":"ok","timestamp":1763466312292,"user_tz":-60,"elapsed":9479,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":32,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x550 with 2 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["CPU times: user 6.51 s, sys: 43.8 ms, total: 6.56 s\n","Wall time: 9.42 s\n"]},{"output_type":"execute_result","data":{"text/plain":["<Axes: title={'center': 'Silhouette Score Elbow for KMeans Clustering'}, xlabel='k', ylabel='silhouette score'>"]},"metadata":{},"execution_count":32}]},{"cell_type":"code","source":["visualizer.elbow_value_"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KTDgH6N97bpH","outputId":"2304078f-69a3-4bc4-cc15-52dd67776bac","executionInfo":{"status":"ok","timestamp":1763466345153,"user_tz":-60,"elapsed":60,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":33,"outputs":[{"output_type":"execute_result","data":{"text/plain":["np.int64(3)"]},"metadata":{},"execution_count":33}]},{"cell_type":"markdown","source":["Interestingly the Elbow Method only finds 3 clusters, possibly one for the North, another for the Lancasters and another for Daenerys substories. Maybe it could be said that our intuitive clustering reasons for this dataset don't match the Elbow Method clustering criteria."],"metadata":{"id":"4zbzBt2Fca7z"}},{"cell_type":"code","source":["kmeans = KMeans(n_clusters=visualizer.elbow_value_, random_state=1)\n","elbow_labels_pred = kmeans.fit_predict(X)"],"metadata":{"id":"dQPdTW5kWKm3","executionInfo":{"status":"ok","timestamp":1763466431039,"user_tz":-60,"elapsed":42,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":34,"outputs":[]},{"cell_type":"code","source":["score_clustering(got.Name, elbow_labels_pred)"],"metadata":{"id":"5MuecsmRWMOy","colab":{"base_uri":"https://localhost:8080/"},"outputId":"e0f47298-d2b6-4460-f38d-d658e87a29a8","executionInfo":{"status":"ok","timestamp":1763466435291,"user_tz":-60,"elapsed":24,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":35,"outputs":[{"output_type":"stream","name":"stdout","text":["Rand index           : 0.6383578431372549\n","Adjusted Mutual Info : 0.45143985139806336\n","Homogeneity          : 0.31835722145661866\n","Completeness         : 0.8931563875850279\n","V measure            : 0.4694008944773245\n","Fowlkes Mallows      : 0.4227017386609469\n"]}]},{"cell_type":"markdown","source":["## K-Means from scratch\n","Let's have a close look on how K-Means is implemented. Probably you'll find it simpler than you expected. Try a couple of times to solve each exercise before you check the original implementation, [by Juan C Olamendy](https://medium.com/@juanc.olamendy/back-to-basics-mastering-k-means-clustering-with-numpy-ae7e6f1cb9a3#:~:text=At%20its%20heart%2C%20K%2DMeans,2%20and%203%20until%20convergence.)."],"metadata":{"id":"a6YlpU0cLOQH"}},{"cell_type":"code","source":["import numpy as np\n","import matplotlib.pyplot as plt\n","\n","class KMeans:\n","    def __init__(self, n_clusters=3, max_iters=100, random_state=None):\n","        self.n_clusters = n_clusters\n","        self.max_iters = max_iters\n","        self.random_state = random_state\n","        self.centroids = None\n","\n","    def fit(self, X):\n","        if self.random_state:\n","            np.random.seed(self.random_state)\n","\n","        # Initialize centroids\n","        # EXERCISE: initialize the correct number of centroids as randomly chosen points within the dataset\n","        idx = np.random.choice(len(X), self.n_clusters, replace=False)\n","        self.centroids = X[idx]\n","\n","        labels = None\n","        for _ in range(self.max_iters):\n","            # Assign clusters\n","            # EXERCISE: calculate the distances in X\n","            clusters = self._calculate_distances(X)\n","            labels = np.argmin(clusters, axis=0)\n","            # Update centroids\n","            # EXERCISE: take the mean only of those whose labels == k\n","            new_centroids = np.array([\n","                X[labels == k].mean(axis=0)\n","                for k in range(self.n_clusters)\n","            ])\n","            # Check for convergence\n","            if np.all(self.centroids == new_centroids):\n","                break\n","\n","            self.centroids = new_centroids\n","\n","        return labels\n","\n","    def predict(self, X):\n","        return self._calculate_distances(X).argmin(axis=0)\n","\n","    def _calculate_distances(self, X):\n","        return np.array([\n","            np.linalg.norm(X - centroid, axis=1)\n","            for centroid in self.centroids\n","        ])"],"metadata":{"id":"_EG-ISStggxy","executionInfo":{"status":"ok","timestamp":1763466776954,"user_tz":-60,"elapsed":11,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}}},"execution_count":36,"outputs":[]},{"cell_type":"markdown","source":["Let's create a toy dataset"],"metadata":{"id":"tuHAh5_jRpjJ"}},{"cell_type":"code","source":["# Toy data creation\n","means = [[2, 2], [8, 3], [3, 6]]\n","vars = [.5, .1, .2]\n","N = 100\n","\n","Xs = []\n","for i in range(0, len(means)):\n","    X = np.random.normal(means[i], vars[i], (N, 2))\n","    Xs.append(X)\n","\n","X = np.concatenate(Xs)\n","\n","print(X.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rNB-N0jsRrsJ","executionInfo":{"status":"ok","timestamp":1763466782247,"user_tz":-60,"elapsed":9,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}},"outputId":"1aa06b2b-edec-4f30-c96d-b2eeb86ecdfe"},"execution_count":37,"outputs":[{"output_type":"stream","name":"stdout","text":["(300, 2)\n"]}]},{"cell_type":"code","source":["\n","kmeans = KMeans(n_clusters=3, random_state=42, max_iters=1)\n","labels = kmeans.fit(X)\n","print(labels)\n","\n","cmap = plt.get_cmap('hot')\n","plt.set_cmap(cmap)\n","plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis', s=50)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":645},"id":"U2P-4B7lRjYh","executionInfo":{"status":"ok","timestamp":1763466788633,"user_tz":-60,"elapsed":154,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}},"outputId":"c6ed33b9-81fe-4ef0-a1a9-b68fc650accb"},"execution_count":38,"outputs":[{"output_type":"stream","name":"stdout","text":["[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n"," 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n"," 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 2 2 2 2 2 2\n"," 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n"," 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n"," 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 0 1 1 1 1 0 1 1 0 1 1 1 1 0 1 1 1 1 1\n"," 1 1 1 0 0 1 0 1 1 0 0 1 0 1 1 1 1 1 1 1 0 1 1 1 0 1 0 0 0 0 1 1 0 1 0 1 1\n"," 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 1 1 1 0 1 1 1 0 0 0 1 0 1 1 1 1 1 1 1 1 0 0\n"," 1 1 1 1]\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x550 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["kmeans = KMeans(n_clusters=3, random_state=42, max_iters=3)\n","labels = kmeans.fit(X)\n","print(labels)\n","\n","cmap = plt.get_cmap('hot')\n","plt.set_cmap(cmap)\n","plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis', s=50)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":645},"id":"03vui0wpSPxr","executionInfo":{"status":"ok","timestamp":1763466798534,"user_tz":-60,"elapsed":164,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}},"outputId":"2d1ca8d6-8ce5-4fc0-daad-72e7e8fb48bf"},"execution_count":39,"outputs":[{"output_type":"stream","name":"stdout","text":["[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n"," 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n"," 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 2 2 2 2 2 2\n"," 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n"," 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n"," 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n"," 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n"," 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n"," 1 1 1 1]\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x550 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## K-Means over a Doc2Vec representation\n","\n","Using K-Means clustering over a Doc2Vec representation combines two powerful techniques for natural language processing (NLP) and unsupervised learning. This approach is widely used to group similar documents, such as articles, reviews, or any text data, into clusters based on semantic similarity."],"metadata":{"id":"3qoYY4Fx8ogt"}},{"cell_type":"code","source":["# Step 1: Load and Preprocess the Data\n","!pip install gensim\n","from gensim.models.doc2vec import Doc2Vec, TaggedDocument\n","from sklearn.cluster import KMeans\n","from sklearn.decomposition import PCA\n","import matplotlib.pyplot as plt\n","import numpy as np\n","\n","# Example of toy text data\n","documents = [\n","    \"Clustering is a powerful tool in machine learning.\",\n","    \"Doc2Vec creates vector representations of documents.\",\n","    \"KMeans is a popular clustering algorithm.\",\n","    \"Machine learning applications include clustering and classification.\",\n","    \"Vectorization transforms text into numerical format.\",\n","    \"Neural networks are another type of machine learning model.\",\n","    \"Artificial intelligence is transforming the healthcare industry with predictive analytics.\",\n","    \"Quantum computing has the potential to solve complex problems faster than traditional computers.\",\n","    \"The rise of blockchain technology is revolutionizing data security and transparency.\",\n","    \"Electric vehicles are becoming more popular due to their environmental benefits and reduced operating costs.\",\n","    \"Augmented reality is enhancing user experiences in gaming and education.\",\n","    \"The Internet of Things connects devices to create smart homes and cities.\",\n","    \"Renewable energy sources like solar and wind are crucial for a sustainable future.\",\n","    \"Cybersecurity measures are essential to protect sensitive data from potential breaches.\",\n","    \"5G technology is enabling faster internet speeds and more reliable connections globally.\",\n","    \"Robotics is automating repetitive tasks, increasing efficiency across various industries.\",\n","]\n","\n","# Preprocessing: Tagging documents\n","tagged_docs = [TaggedDocument(doc.split(), [i]) for i, doc in enumerate(documents)]\n","\n","# Step 2: Train a Doc2Vec Model\n","model = Doc2Vec(tagged_docs, vector_size=10, window=2, min_count=1, workers=4, epochs=20)\n","\n","# Infer vector representations of documents\n","doc_vectors = np.array([model.infer_vector(doc.split()) for doc in documents])\n","\n","# Step 3: Apply Clustering (e.g., KMeans)\n","n_clusters = 4\n","kmeans = KMeans(n_clusters=n_clusters, random_state=42)\n","labels = kmeans.fit_predict(doc_vectors)\n","\n","# Step 4: Visualize Clusters (Optional)\n","# Reduce dimensionality with PCA\n","pca = PCA(n_components=2)\n","reduced_vectors = pca.fit_transform(doc_vectors)\n","\n","# Scatter plot of clusters\n","plt.figure(figsize=(8, 6))\n","scatter = plt.scatter(reduced_vectors[:, 0], reduced_vectors[:, 1], c=labels, cmap='viridis', s=50)\n","plt.colorbar(scatter, label='Cluster')\n","plt.title('KMeans Clustering on Doc2Vec Representations')\n","plt.xlabel('PCA Component 1')\n","plt.ylabel('PCA Component 2')\n","plt.show()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":761},"id":"qqe_Sj7JVZX-","executionInfo":{"status":"ok","timestamp":1763466853943,"user_tz":-60,"elapsed":21710,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}},"outputId":"0da7d770-38d5-4f9f-fc4a-571ffe2ad763"},"execution_count":41,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting gensim\n","  Downloading gensim-4.4.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.metadata (8.4 kB)\n","Requirement already satisfied: numpy>=1.18.5 in /usr/local/lib/python3.12/dist-packages (from gensim) (2.0.2)\n","Requirement already satisfied: scipy>=1.7.0 in /usr/local/lib/python3.12/dist-packages (from gensim) (1.16.3)\n","Requirement already satisfied: smart_open>=1.8.1 in /usr/local/lib/python3.12/dist-packages (from gensim) (7.5.0)\n","Requirement already satisfied: wrapt in /usr/local/lib/python3.12/dist-packages (from smart_open>=1.8.1->gensim) (2.0.1)\n","Downloading gensim-4.4.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (27.9 MB)\n","\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m27.9/27.9 MB\u001b[0m \u001b[31m37.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hInstalling collected packages: gensim\n","Successfully installed gensim-4.4.0\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 2 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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Let's see if actually the clusters identified capture ideas that are clear also to us!"],"metadata":{"id":"TxH0LiFP9hMr"}},{"cell_type":"code","source":["from sklearn.feature_extraction.text import TfidfVectorizer\n","from collections import Counter\n","\n","# Step 1: Group Documents by Cluster\n","clustered_docs = {i: [] for i in range(n_clusters)}\n","for i, label in enumerate(labels):\n","    clustered_docs[label].append(documents[i])\n","\n","# Step 2: Extract Keywords for Each Cluster\n","def extract_keywords(docs, top_n=5):\n","    \"\"\"Extract top-n keywords using TF-IDF\"\"\"\n","    vectorizer = TfidfVectorizer(stop_words='english')\n","    X = vectorizer.fit_transform(docs)\n","    feature_array = np.array(vectorizer.get_feature_names_out())\n","    tfidf_sorting = np.argsort(X.toarray().sum(axis=0))[::-1]\n","    top_keywords = feature_array[tfidf_sorting][:top_n]\n","    return top_keywords\n","\n","# Analyze keywords for each cluster\n","topics = {}\n","for cluster_id, docs in clustered_docs.items():\n","    keywords = extract_keywords(docs)\n","    topics[cluster_id] = keywords\n","\n","# Step 3: Display Topics\n","for cluster_id, keywords in topics.items():\n","    print(f\"Cluster {cluster_id} Topic Keywords: {', '.join(keywords)}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AlOyMN6sjnLa","executionInfo":{"status":"ok","timestamp":1763466881623,"user_tz":-60,"elapsed":197,"user":{"displayName":"Joseph Muddle","userId":"10490960282964064031"}},"outputId":"86958539-b715-4768-ab8d-0c549662341f"},"execution_count":42,"outputs":[{"output_type":"stream","name":"stdout","text":["Cluster 0 Topic Keywords: type, networks, neural, learning, machine\n","Cluster 1 Topic Keywords: vectorization, tool, transforms, text, powerful\n","Cluster 2 Topic Keywords: faster, algorithm, kmeans, popular, clustering\n","Cluster 3 Topic Keywords: machine, learning, clustering, classification, applications\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"Dev_73VtkCAd"},"execution_count":null,"outputs":[]}]}