machinelearning

Machine learning code
git clone git://git.laack.co/machinelearning.git
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KMeansMultipleClusters.ipynb (219683B)


      1 {
      2  "cells": [
      3   {
      4    "cell_type": "code",
      5    "execution_count": 495,
      6    "metadata": {},
      7    "outputs": [],
      8    "source": [
      9     "import numpy as np\n",
     10     "\n",
     11     "np.random.seed(10)\n",
     12     "\n",
     13     "X_1 = np.linspace(-10,4,1000)\n",
     14     "X_2 = np.linspace(10,20,1000)"
     15    ]
     16   },
     17   {
     18    "cell_type": "code",
     19    "execution_count": 496,
     20    "metadata": {},
     21    "outputs": [],
     22    "source": [
     23     "rnd_1 = (np.random.rand(1000) * 2 )\n",
     24     "rnd_2 = (np.random.rand(1000) * 10 )\n",
     25     "\n",
     26     "y_1 = 10 + rnd_1\n",
     27     "y_2 = 10 + rnd_2\n",
     28     "\n",
     29     "\n",
     30     "y = np.append(y_1, y_2)\n",
     31     "X = np.append(X_1, X_2)"
     32    ]
     33   },
     34   {
     35    "cell_type": "code",
     36    "execution_count": 497,
     37    "metadata": {},
     38    "outputs": [
     39     {
     40      "data": {
     41       "text/plain": [
     42        "<matplotlib.collections.PathCollection at 0x7fb989a41b10>"
     43       ]
     44      },
     45      "execution_count": 497,
     46      "metadata": {},
     47      "output_type": "execute_result"
     48     },
     49     {
     50      "data": {
     51       "image/png": 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",
     52       "text/plain": [
     53        "<Figure size 640x480 with 1 Axes>"
     54       ]
     55      },
     56      "metadata": {},
     57      "output_type": "display_data"
     58     }
     59    ],
     60    "source": [
     61     "import matplotlib.pyplot as plt\n",
     62     "plt.scatter(X_1, y_1, s=2)\n",
     63     "plt.scatter(X_2, y_2, c='red', s=2)"
     64    ]
     65   },
     66   {
     67    "cell_type": "code",
     68    "execution_count": 498,
     69    "metadata": {},
     70    "outputs": [
     71     {
     72      "data": {
     73       "text/html": [
     74        "<style>#sk-container-id-63 {\n",
     75        "  /* Definition of color scheme common for light and dark mode */\n",
     76        "  --sklearn-color-text: black;\n",
     77        "  --sklearn-color-line: gray;\n",
     78        "  /* Definition of color scheme for unfitted estimators */\n",
     79        "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
     80        "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
     81        "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
     82        "  --sklearn-color-unfitted-level-3: chocolate;\n",
     83        "  /* Definition of color scheme for fitted estimators */\n",
     84        "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
     85        "  --sklearn-color-fitted-level-1: #d4ebff;\n",
     86        "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
     87        "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
     88        "\n",
     89        "  /* Specific color for light theme */\n",
     90        "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
     91        "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
     92        "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
     93        "  --sklearn-color-icon: #696969;\n",
     94        "\n",
     95        "  @media (prefers-color-scheme: dark) {\n",
     96        "    /* Redefinition of color scheme for dark theme */\n",
     97        "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
     98        "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
     99        "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
    100        "    --sklearn-color-icon: #878787;\n",
    101        "  }\n",
    102        "}\n",
    103        "\n",
    104        "#sk-container-id-63 {\n",
    105        "  color: var(--sklearn-color-text);\n",
    106        "}\n",
    107        "\n",
    108        "#sk-container-id-63 pre {\n",
    109        "  padding: 0;\n",
    110        "}\n",
    111        "\n",
    112        "#sk-container-id-63 input.sk-hidden--visually {\n",
    113        "  border: 0;\n",
    114        "  clip: rect(1px 1px 1px 1px);\n",
    115        "  clip: rect(1px, 1px, 1px, 1px);\n",
    116        "  height: 1px;\n",
    117        "  margin: -1px;\n",
    118        "  overflow: hidden;\n",
    119        "  padding: 0;\n",
    120        "  position: absolute;\n",
    121        "  width: 1px;\n",
    122        "}\n",
    123        "\n",
    124        "#sk-container-id-63 div.sk-dashed-wrapped {\n",
    125        "  border: 1px dashed var(--sklearn-color-line);\n",
    126        "  margin: 0 0.4em 0.5em 0.4em;\n",
    127        "  box-sizing: border-box;\n",
    128        "  padding-bottom: 0.4em;\n",
    129        "  background-color: var(--sklearn-color-background);\n",
    130        "}\n",
    131        "\n",
    132        "#sk-container-id-63 div.sk-container {\n",
    133        "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
    134        "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
    135        "     so we also need the `!important` here to be able to override the\n",
    136        "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
    137        "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
    138        "  display: inline-block !important;\n",
    139        "  position: relative;\n",
    140        "}\n",
    141        "\n",
    142        "#sk-container-id-63 div.sk-text-repr-fallback {\n",
    143        "  display: none;\n",
    144        "}\n",
    145        "\n",
    146        "div.sk-parallel-item,\n",
    147        "div.sk-serial,\n",
    148        "div.sk-item {\n",
    149        "  /* draw centered vertical line to link estimators */\n",
    150        "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
    151        "  background-size: 2px 100%;\n",
    152        "  background-repeat: no-repeat;\n",
    153        "  background-position: center center;\n",
    154        "}\n",
    155        "\n",
    156        "/* Parallel-specific style estimator block */\n",
    157        "\n",
    158        "#sk-container-id-63 div.sk-parallel-item::after {\n",
    159        "  content: \"\";\n",
    160        "  width: 100%;\n",
    161        "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
    162        "  flex-grow: 1;\n",
    163        "}\n",
    164        "\n",
    165        "#sk-container-id-63 div.sk-parallel {\n",
    166        "  display: flex;\n",
    167        "  align-items: stretch;\n",
    168        "  justify-content: center;\n",
    169        "  background-color: var(--sklearn-color-background);\n",
    170        "  position: relative;\n",
    171        "}\n",
    172        "\n",
    173        "#sk-container-id-63 div.sk-parallel-item {\n",
    174        "  display: flex;\n",
    175        "  flex-direction: column;\n",
    176        "}\n",
    177        "\n",
    178        "#sk-container-id-63 div.sk-parallel-item:first-child::after {\n",
    179        "  align-self: flex-end;\n",
    180        "  width: 50%;\n",
    181        "}\n",
    182        "\n",
    183        "#sk-container-id-63 div.sk-parallel-item:last-child::after {\n",
    184        "  align-self: flex-start;\n",
    185        "  width: 50%;\n",
    186        "}\n",
    187        "\n",
    188        "#sk-container-id-63 div.sk-parallel-item:only-child::after {\n",
    189        "  width: 0;\n",
    190        "}\n",
    191        "\n",
    192        "/* Serial-specific style estimator block */\n",
    193        "\n",
    194        "#sk-container-id-63 div.sk-serial {\n",
    195        "  display: flex;\n",
    196        "  flex-direction: column;\n",
    197        "  align-items: center;\n",
    198        "  background-color: var(--sklearn-color-background);\n",
    199        "  padding-right: 1em;\n",
    200        "  padding-left: 1em;\n",
    201        "}\n",
    202        "\n",
    203        "\n",
    204        "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
    205        "clickable and can be expanded/collapsed.\n",
    206        "- Pipeline and ColumnTransformer use this feature and define the default style\n",
    207        "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
    208        "*/\n",
    209        "\n",
    210        "/* Pipeline and ColumnTransformer style (default) */\n",
    211        "\n",
    212        "#sk-container-id-63 div.sk-toggleable {\n",
    213        "  /* Default theme specific background. It is overwritten whether we have a\n",
    214        "  specific estimator or a Pipeline/ColumnTransformer */\n",
    215        "  background-color: var(--sklearn-color-background);\n",
    216        "}\n",
    217        "\n",
    218        "/* Toggleable label */\n",
    219        "#sk-container-id-63 label.sk-toggleable__label {\n",
    220        "  cursor: pointer;\n",
    221        "  display: block;\n",
    222        "  width: 100%;\n",
    223        "  margin-bottom: 0;\n",
    224        "  padding: 0.5em;\n",
    225        "  box-sizing: border-box;\n",
    226        "  text-align: center;\n",
    227        "}\n",
    228        "\n",
    229        "#sk-container-id-63 label.sk-toggleable__label-arrow:before {\n",
    230        "  /* Arrow on the left of the label */\n",
    231        "  content: \"â–¸\";\n",
    232        "  float: left;\n",
    233        "  margin-right: 0.25em;\n",
    234        "  color: var(--sklearn-color-icon);\n",
    235        "}\n",
    236        "\n",
    237        "#sk-container-id-63 label.sk-toggleable__label-arrow:hover:before {\n",
    238        "  color: var(--sklearn-color-text);\n",
    239        "}\n",
    240        "\n",
    241        "/* Toggleable content - dropdown */\n",
    242        "\n",
    243        "#sk-container-id-63 div.sk-toggleable__content {\n",
    244        "  max-height: 0;\n",
    245        "  max-width: 0;\n",
    246        "  overflow: hidden;\n",
    247        "  text-align: left;\n",
    248        "  /* unfitted */\n",
    249        "  background-color: var(--sklearn-color-unfitted-level-0);\n",
    250        "}\n",
    251        "\n",
    252        "#sk-container-id-63 div.sk-toggleable__content.fitted {\n",
    253        "  /* fitted */\n",
    254        "  background-color: var(--sklearn-color-fitted-level-0);\n",
    255        "}\n",
    256        "\n",
    257        "#sk-container-id-63 div.sk-toggleable__content pre {\n",
    258        "  margin: 0.2em;\n",
    259        "  border-radius: 0.25em;\n",
    260        "  color: var(--sklearn-color-text);\n",
    261        "  /* unfitted */\n",
    262        "  background-color: var(--sklearn-color-unfitted-level-0);\n",
    263        "}\n",
    264        "\n",
    265        "#sk-container-id-63 div.sk-toggleable__content.fitted pre {\n",
    266        "  /* unfitted */\n",
    267        "  background-color: var(--sklearn-color-fitted-level-0);\n",
    268        "}\n",
    269        "\n",
    270        "#sk-container-id-63 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
    271        "  /* Expand drop-down */\n",
    272        "  max-height: 200px;\n",
    273        "  max-width: 100%;\n",
    274        "  overflow: auto;\n",
    275        "}\n",
    276        "\n",
    277        "#sk-container-id-63 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
    278        "  content: \"â–¾\";\n",
    279        "}\n",
    280        "\n",
    281        "/* Pipeline/ColumnTransformer-specific style */\n",
    282        "\n",
    283        "#sk-container-id-63 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
    284        "  color: var(--sklearn-color-text);\n",
    285        "  background-color: var(--sklearn-color-unfitted-level-2);\n",
    286        "}\n",
    287        "\n",
    288        "#sk-container-id-63 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
    289        "  background-color: var(--sklearn-color-fitted-level-2);\n",
    290        "}\n",
    291        "\n",
    292        "/* Estimator-specific style */\n",
    293        "\n",
    294        "/* Colorize estimator box */\n",
    295        "#sk-container-id-63 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
    296        "  /* unfitted */\n",
    297        "  background-color: var(--sklearn-color-unfitted-level-2);\n",
    298        "}\n",
    299        "\n",
    300        "#sk-container-id-63 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
    301        "  /* fitted */\n",
    302        "  background-color: var(--sklearn-color-fitted-level-2);\n",
    303        "}\n",
    304        "\n",
    305        "#sk-container-id-63 div.sk-label label.sk-toggleable__label,\n",
    306        "#sk-container-id-63 div.sk-label label {\n",
    307        "  /* The background is the default theme color */\n",
    308        "  color: var(--sklearn-color-text-on-default-background);\n",
    309        "}\n",
    310        "\n",
    311        "/* On hover, darken the color of the background */\n",
    312        "#sk-container-id-63 div.sk-label:hover label.sk-toggleable__label {\n",
    313        "  color: var(--sklearn-color-text);\n",
    314        "  background-color: var(--sklearn-color-unfitted-level-2);\n",
    315        "}\n",
    316        "\n",
    317        "/* Label box, darken color on hover, fitted */\n",
    318        "#sk-container-id-63 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
    319        "  color: var(--sklearn-color-text);\n",
    320        "  background-color: var(--sklearn-color-fitted-level-2);\n",
    321        "}\n",
    322        "\n",
    323        "/* Estimator label */\n",
    324        "\n",
    325        "#sk-container-id-63 div.sk-label label {\n",
    326        "  font-family: monospace;\n",
    327        "  font-weight: bold;\n",
    328        "  display: inline-block;\n",
    329        "  line-height: 1.2em;\n",
    330        "}\n",
    331        "\n",
    332        "#sk-container-id-63 div.sk-label-container {\n",
    333        "  text-align: center;\n",
    334        "}\n",
    335        "\n",
    336        "/* Estimator-specific */\n",
    337        "#sk-container-id-63 div.sk-estimator {\n",
    338        "  font-family: monospace;\n",
    339        "  border: 1px dotted var(--sklearn-color-border-box);\n",
    340        "  border-radius: 0.25em;\n",
    341        "  box-sizing: border-box;\n",
    342        "  margin-bottom: 0.5em;\n",
    343        "  /* unfitted */\n",
    344        "  background-color: var(--sklearn-color-unfitted-level-0);\n",
    345        "}\n",
    346        "\n",
    347        "#sk-container-id-63 div.sk-estimator.fitted {\n",
    348        "  /* fitted */\n",
    349        "  background-color: var(--sklearn-color-fitted-level-0);\n",
    350        "}\n",
    351        "\n",
    352        "/* on hover */\n",
    353        "#sk-container-id-63 div.sk-estimator:hover {\n",
    354        "  /* unfitted */\n",
    355        "  background-color: var(--sklearn-color-unfitted-level-2);\n",
    356        "}\n",
    357        "\n",
    358        "#sk-container-id-63 div.sk-estimator.fitted:hover {\n",
    359        "  /* fitted */\n",
    360        "  background-color: var(--sklearn-color-fitted-level-2);\n",
    361        "}\n",
    362        "\n",
    363        "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
    364        "\n",
    365        "/* Common style for \"i\" and \"?\" */\n",
    366        "\n",
    367        ".sk-estimator-doc-link,\n",
    368        "a:link.sk-estimator-doc-link,\n",
    369        "a:visited.sk-estimator-doc-link {\n",
    370        "  float: right;\n",
    371        "  font-size: smaller;\n",
    372        "  line-height: 1em;\n",
    373        "  font-family: monospace;\n",
    374        "  background-color: var(--sklearn-color-background);\n",
    375        "  border-radius: 1em;\n",
    376        "  height: 1em;\n",
    377        "  width: 1em;\n",
    378        "  text-decoration: none !important;\n",
    379        "  margin-left: 1ex;\n",
    380        "  /* unfitted */\n",
    381        "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
    382        "  color: var(--sklearn-color-unfitted-level-1);\n",
    383        "}\n",
    384        "\n",
    385        ".sk-estimator-doc-link.fitted,\n",
    386        "a:link.sk-estimator-doc-link.fitted,\n",
    387        "a:visited.sk-estimator-doc-link.fitted {\n",
    388        "  /* fitted */\n",
    389        "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
    390        "  color: var(--sklearn-color-fitted-level-1);\n",
    391        "}\n",
    392        "\n",
    393        "/* On hover */\n",
    394        "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
    395        ".sk-estimator-doc-link:hover,\n",
    396        "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
    397        ".sk-estimator-doc-link:hover {\n",
    398        "  /* unfitted */\n",
    399        "  background-color: var(--sklearn-color-unfitted-level-3);\n",
    400        "  color: var(--sklearn-color-background);\n",
    401        "  text-decoration: none;\n",
    402        "}\n",
    403        "\n",
    404        "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
    405        ".sk-estimator-doc-link.fitted:hover,\n",
    406        "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
    407        ".sk-estimator-doc-link.fitted:hover {\n",
    408        "  /* fitted */\n",
    409        "  background-color: var(--sklearn-color-fitted-level-3);\n",
    410        "  color: var(--sklearn-color-background);\n",
    411        "  text-decoration: none;\n",
    412        "}\n",
    413        "\n",
    414        "/* Span, style for the box shown on hovering the info icon */\n",
    415        ".sk-estimator-doc-link span {\n",
    416        "  display: none;\n",
    417        "  z-index: 9999;\n",
    418        "  position: relative;\n",
    419        "  font-weight: normal;\n",
    420        "  right: .2ex;\n",
    421        "  padding: .5ex;\n",
    422        "  margin: .5ex;\n",
    423        "  width: min-content;\n",
    424        "  min-width: 20ex;\n",
    425        "  max-width: 50ex;\n",
    426        "  color: var(--sklearn-color-text);\n",
    427        "  box-shadow: 2pt 2pt 4pt #999;\n",
    428        "  /* unfitted */\n",
    429        "  background: var(--sklearn-color-unfitted-level-0);\n",
    430        "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
    431        "}\n",
    432        "\n",
    433        ".sk-estimator-doc-link.fitted span {\n",
    434        "  /* fitted */\n",
    435        "  background: var(--sklearn-color-fitted-level-0);\n",
    436        "  border: var(--sklearn-color-fitted-level-3);\n",
    437        "}\n",
    438        "\n",
    439        ".sk-estimator-doc-link:hover span {\n",
    440        "  display: block;\n",
    441        "}\n",
    442        "\n",
    443        "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
    444        "\n",
    445        "#sk-container-id-63 a.estimator_doc_link {\n",
    446        "  float: right;\n",
    447        "  font-size: 1rem;\n",
    448        "  line-height: 1em;\n",
    449        "  font-family: monospace;\n",
    450        "  background-color: var(--sklearn-color-background);\n",
    451        "  border-radius: 1rem;\n",
    452        "  height: 1rem;\n",
    453        "  width: 1rem;\n",
    454        "  text-decoration: none;\n",
    455        "  /* unfitted */\n",
    456        "  color: var(--sklearn-color-unfitted-level-1);\n",
    457        "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
    458        "}\n",
    459        "\n",
    460        "#sk-container-id-63 a.estimator_doc_link.fitted {\n",
    461        "  /* fitted */\n",
    462        "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
    463        "  color: var(--sklearn-color-fitted-level-1);\n",
    464        "}\n",
    465        "\n",
    466        "/* On hover */\n",
    467        "#sk-container-id-63 a.estimator_doc_link:hover {\n",
    468        "  /* unfitted */\n",
    469        "  background-color: var(--sklearn-color-unfitted-level-3);\n",
    470        "  color: var(--sklearn-color-background);\n",
    471        "  text-decoration: none;\n",
    472        "}\n",
    473        "\n",
    474        "#sk-container-id-63 a.estimator_doc_link.fitted:hover {\n",
    475        "  /* fitted */\n",
    476        "  background-color: var(--sklearn-color-fitted-level-3);\n",
    477        "}\n",
    478        "</style><div id=\"sk-container-id-63\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=2)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-63\" type=\"checkbox\" checked><label for=\"sk-estimator-id-63\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;KMeans<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.cluster.KMeans.html\">?<span>Documentation for KMeans</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>KMeans(n_clusters=2)</pre></div> </div></div></div></div>"
    479       ],
    480       "text/plain": [
    481        "KMeans(n_clusters=2)"
    482       ]
    483      },
    484      "execution_count": 498,
    485      "metadata": {},
    486      "output_type": "execute_result"
    487     }
    488    ],
    489    "source": [
    490     "from sklearn.cluster import KMeans\n",
    491     "\n",
    492     "kmeans = KMeans(n_clusters=2)\n",
    493     "X = X.reshape(len(X) , 1)\n",
    494     "y = y.reshape(len(y) , 1)\n",
    495     "\n",
    496     "\n",
    497     "Xy = []\n",
    498     "\n",
    499     "for i, z in zip(X, y):\n",
    500     "    Xy.append([i[0], z[0]])  \n",
    501     "\n",
    502     "Xy = np.array(Xy)\n",
    503     "Xy.shape\n",
    504     "\n",
    505     "kmeans.fit(Xy)"
    506    ]
    507   },
    508   {
    509    "cell_type": "code",
    510    "execution_count": 499,
    511    "metadata": {},
    512    "outputs": [
    513     {
    514      "data": {
    515       "text/plain": [
    516        "<matplotlib.collections.PathCollection at 0x7fb989989d10>"
    517       ]
    518      },
    519      "execution_count": 499,
    520      "metadata": {},
    521      "output_type": "execute_result"
    522     },
    523     {
    524      "data": {
    525       "image/png": 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",
    526       "text/plain": [
    527        "<Figure size 640x480 with 1 Axes>"
    528       ]
    529      },
    530      "metadata": {},
    531      "output_type": "display_data"
    532     }
    533    ],
    534    "source": [
    535     "import matplotlib.pyplot as plt\n",
    536     "predCluster = kmeans.predict(Xy)\n",
    537     "plt.scatter(X,y, c=predCluster, cmap='jet', s=4)"
    538    ]
    539   }
    540  ],
    541  "metadata": {
    542   "kernelspec": {
    543    "display_name": "notebook",
    544    "language": "python",
    545    "name": "notebook"
    546   },
    547   "language_info": {
    548    "codemirror_mode": {
    549     "name": "ipython",
    550     "version": 3
    551    },
    552    "file_extension": ".py",
    553    "mimetype": "text/x-python",
    554    "name": "python",
    555    "nbconvert_exporter": "python",
    556    "pygments_lexer": "ipython3",
    557    "version": "3.11.2"
    558   }
    559  },
    560  "nbformat": 4,
    561  "nbformat_minor": 2
    562 }