12_NMF.ipynb

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      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import nltk\n",
        "import textwrap\n",
        "from nltk.corpus import stopwords\n",
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "from sklearn.decomposition import LatentDirichletAllocation\n",
        "from sklearn.decomposition import NMF"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nltk.download('stopwords' )"
      ],
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      "execution_count": 64,
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        {
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          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n"
          ]
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      "cell_type": "code",
      "source": [
        "stops = set(stopwords.words('english' ))\n",
        "\n",
        " \n"
      ],
      "metadata": {
        "id": "S7Izfs5oGPta"
      },
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!wget -nc https://lazyprogrammer.me/course_files/nlp/bbc_text_cls.csv\n"
      ],
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          "text": [
            "File ‘bbc_text_cls.csv’ already there; not retrieving.\n",
            "\n"
          ]
        }
      ]
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      "cell_type": "code",
      "source": [
        "stops = stops.union({'said', '‘would', 'could', 'told', 'also', 'one','mr', 'new', 'year', })\n",
        "df = pd.read_csv('bbc_text_cls.csv')\n",
        "df.head()\n",
        "\n"
      ],
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      "execution_count": 67,
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          "data": {
            "text/plain": [
              "                                                text    labels\n",
              "0  Ad sales boost Time Warner profit\\n\\nQuarterly...  business\n",
              "1  Dollar gains on Greenspan speech\\n\\nThe dollar...  business\n",
              "2  Yukos unit buyer faces loan claim\\n\\nThe owner...  business\n",
              "3  High fuel prices hit BA's profits\\n\\nBritish A...  business\n",
              "4  Pernod takeover talk lifts Domecq\\n\\nShares in...  business"
            ],
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              "      <th></th>\n",
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              "      <td>business</td>\n",
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              "    <tr>\n",
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              "      <td>business</td>\n",
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      "source": [
        "vectorizer = CountVectorizer(stop_words=stops)\n"
      ],
      "metadata": {
        "id": "DC88AtpnGP2w"
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      "execution_count": 68,
      "outputs": []
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      "cell_type": "code",
      "source": [
        "X=vectorizer.fit_transform(df['text'])"
      ],
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        "colab": {
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      "execution_count": 69,
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          "output_type": "stream",
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          "text": [
            "/usr/local/lib/python3.8/dist-packages/sklearn/feature_extraction/text.py:396: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens ['would'] not in stop_words.\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lda = LatentDirichletAllocation(\n",
        "      n_components=10, # default: 10\n",
        "      random_state=12345,\n",
        ") "
      ],
      "metadata": {
        "id": "dis5lJ4nGQ6x"
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      "execution_count": 70,
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        "lda.fit(X)\n",
        "\n",
        " "
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      "execution_count": 71,
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            "text/plain": [
              "LatentDirichletAllocation(random_state=12345)"
            ]
          },
          "metadata": {},
          "execution_count": 71
        }
      ]
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      "source": [
        "\n",
        "def plot_top_words(model, feature_names, n_top_words=10):\n",
        " fig, axes = plt.subplots(2, 5, figsize=(30, 15), sharex=True)\n",
        " axes = axes.flatten()\n",
        " for topic_idx, topic in enumerate(model.components_):\n",
        "  top_features_ind = topic.argsort()[: -n_top_words - 1 : -1]\n",
        "  top_features = [feature_names[i] for i in top_features_ind]\n",
        "  weights = topic[top_features_ind]\n",
        "  ax = axes[topic_idx]\n",
        "  ax.barh(top_features, weights, height=0.7)\n",
        "  ax.set_title(f\"Topic {topic_idx +1}\", fontdict={\"fontsize\": 30})\n",
        "  ax.invert_yaxis()\n",
        "  ax.tick_params(axis=\"both\", which=\"major\", labelsize=20)\n",
        "  for i in \"top right left\".split():\n",
        "    ax.spines[i].set_visible(False)\n",
        "\n",
        "  fig.suptitle('LDA', fontsize=40)\n"
      ],
      "metadata": {
        "id": "1u-FKu19GRKe"
      },
      "execution_count": 72,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "feature_names = vectorizer.get_feature_names_out()\n",
        "plot_top_words(lda, feature_names);\n",
        " "
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 700
        },
        "id": "x1lT83RvGRSL",
        "outputId": "c2e008be-934a-4896-ecc0-5bb7713d2dde"
      },
      "execution_count": 73,
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              "<Figure size 2160x1080 with 10 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Z = lda.transform(X)\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "4K-wEn1fGRaV"
      },
      "execution_count": 74,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "np.random.seed(9)\n",
        "i = np.random.choice(len(df) )\n",
        "z=Z[i]\n",
        "topics = np.arange(10) + 1\n",
        "fig, ax = plt.subplots()\n",
        "ax.barh(topics, z)\n",
        "ax.barh(topics, z)\n",
        "ax.set_yticks(topics)\n",
        "ax.set_title('True label: %s' % df.iloc[i]['labels']);"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "id": "86sVzqQ3GSd_",
        "outputId": "255e2b96-531e-4bc7-82ab-6d5d56b7e40a"
      },
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def wrap(x):\n",
        " return textwrap.fill(x, replace_whitespace=False, fix_sentence_endings=True)\n",
        "\n",
        "print(wrap(df.iloc[i]['text']))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kn9HTUdDGSmK",
        "outputId": "1257da7b-6adb-47c0-b78c-7bd23d2e8c99"
      },
      "execution_count": 76,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Fed warns of more US rate rises\n",
            "\n",
            "The US looks set for a continued\n",
            "boost to interest rates in 2005, according to the Federal Reserve.\n",
            "Minutes of the December meeting which pushed rates up to 2.25% showed\n",
            "that policy-makers at the Fed are worried about accelerating\n",
            "inflation.  The clear signal pushed the dollar up to $1.3270 to the\n",
            "euro by 0400 GMT on Wednesday, but depressed US shares.  \"The markets\n",
            "are starting to fear a more aggressive Fed in 2005,\" said Richard\n",
            "Yamarone of Argus Research.  The Dow Jones index dropped almost 100\n",
            "points on Tuesday, with the Nasdaq also falling as key tech stocks\n",
            "were hit by broker downgrades.  The dollar also gained ground against\n",
            "sterling on Tuesday, reaching $1.8832 to the pound before slipping\n",
            "slightly on Wednesday morning.\n",
            "\n",
            "The release of the minutes just three\n",
            "weeks after the 14 December meeting was much faster than usual,\n",
            "indicating the Fed wants to keep markets more apprised of its\n",
            "thinking.  This, too, is being taken in some quarters as a sign of\n",
            "aggressive moves on interest rates to come.  The key Fed funds rate\n",
            "has risen 1.25 percentage points during 2004 from the 46-year low of\n",
            "1% reached not long after the 9/11 attacks in 2001. That long trough\n",
            "\"might be contributing to signs of potentially excessive risk-taking\n",
            "in financial markets\", said the Federal Open Markets Committee (FOMC),\n",
            "which sets interest rates.  The odds now favour a further boost to\n",
            "rates at the next meeting in early February, economists said.  But the\n",
            "respite for the dollar, which spent late 2003 being pushed lower\n",
            "against other major currencies by worries about massive US trade and\n",
            "budget deficits, may be short-lived.  \"You can't rule out a further\n",
            "correction... but we don't think it's a change in direction in the\n",
            "dollar,\" said Jason Daw at Merrill Lynch.  \"Nothing fundamental has\n",
            "changed.\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.random.seed(11)\n",
        "i=np.random.choice(len(df) )\n",
        "z=Z[i]\n",
        "\n",
        "fig, ax = plt.subplots()\n",
        "ax.barh(topics, z)\n",
        "ax.set_yticks(topics)\n",
        "ax.set_title('True label: %s' % df.iloc[i]['labels'])\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 299
        },
        "id": "y1VdAR1cGTVP",
        "outputId": "c08a685d-dbae-463b-d0a3-c4955b9a8a6e"
      },
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'True label: tech')"
            ]
          },
          "metadata": {},
          "execution_count": 79
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(wrap(df.iloc[i]['text']))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cbT3AiSAGTcm",
        "outputId": "cbd91e26-3546-48ed-d033-7aba2b79aa16"
      },
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Concerns over Windows ATMs\n",
            "\n",
            "Cash machine networks could soon be more\n",
            "susceptible to computer viruses, a security firm has warned.\n",
            "\n",
            "The\n",
            "warning is being issued because many banks are starting to use the\n",
            "Windows operating system in machines.  Already there have been four\n",
            "incidents in which Windows viruses have disrupted networks of cash\n",
            "machines running the Microsoft operating system.  But banking experts\n",
            "say the danger is being overplayed and that the risks of infection and\n",
            "disruption are small.\n",
            "\n",
            "For many years the venerable IBM operating\n",
            "system, known as OS/2, has been the staple software used to power many\n",
            "of the 1.4m cash machines in operation around the world.  But IBM will\n",
            "end support for OS/2 in 2006 which is forcing banks to look for\n",
            "alternatives.  There are also other pressures making banks turn to\n",
            "Windows said Dominic Hirsch, managing director of financial analysis\n",
            "firm Retail Banking Research.\n",
            "\n",
            "He said many cash machines will also\n",
            "have to be upgraded to make full use of the new Europay, Mastercard\n",
            "and Visa credit cards that use computer chips instead of magnetic\n",
            "stripes to store data.  US laws that demand disabled people get equal\n",
            "access to information will also force banks to make their cash\n",
            "machines more versatile and able to present information in different\n",
            "ways.  Todd Thiemann, spokesman for anti-virus firm Trend Micro, said\n",
            "the move to Windows in cash machines was not without risks.  Mr\n",
            "Thiemann said research by the TowerGroup showed that 70% of new cash\n",
            "machines being installed were Windows based.\n",
            "\n",
            "Already, he said, there\n",
            "have been four incidents in which cash machines have been unavailable\n",
            "for hours due to viruses affecting the network of the bank that owns\n",
            "them.\n",
            "\n",
            "In January 2003 the Slammer worm knocked out 13,000 cash\n",
            "machines of the Bank of America and many of those operated by the\n",
            "Canadian Imperial Bank of Commerce.  In August of the same year, cash\n",
            "machines of two un-named banks were put out of action for hours\n",
            "following an infection by the Welchia worm.  Incidents like this\n",
            "happen, said Mr Thiemann, because when banks start using Windows cash\n",
            "machines they also change the networking technology used to link the\n",
            "devices to their back office computers.  This often means that all the\n",
            "cash machines and computers in a bank share the same data network.\n",
            "\"This could mean that cash machines get caught up in the viruses that\n",
            "are going around because they have a common transmission system,\" he\n",
            "said.  \"Banks need to consider protection as part of the investment to\n",
            "maintain the security of that network,\" Mr Thiemann told BBC News\n",
            "Online.\n",
            "\n",
            "But Mr Hirsch from Retail Banking Research said the number of\n",
            "cash machines actually at risk was low because so few were upgraded\n",
            "every year.\n",
            "\n",
            "Currently, he said, a cash machine has a lifetime of up\n",
            "to 10 years which means that only about 10% of all ATMs get swapped\n",
            "for a newer model every year.  \"Windows cash machines have been around\n",
            "for several years,\" he said.  \"Most banks simply upgrade as part of\n",
            "their usual replacement cycle.\"  \"In theory there is a bigger threat\n",
            "with Windows than OS/2,\" he said, \"but I do not think that the banks\n",
            "are hugely concerned at the moment.\"  \"It's pretty unusual to hear\n",
            "about virus problems with ATMs,\" he said.  The many different security\n",
            "systems built-in to cash machines meant there was no chance that a\n",
            "virus could cause them to start spitting out cash spontaneously, he\n",
            "said.  Banks were more likely to be worried about internal networks\n",
            "being overwhelmed by worms and viruses and customers not being able to\n",
            "get cash out at all, he added.  A spokesman for the Association of\n",
            "Payment and Clearing Services (Apacs) which represents the UK's\n",
            "payments industry said the risk from viruses was minimal.  \"There's no\n",
            "concern that there's going to be any type of virus hitting the UK\n",
            "networks,\" he said.  Risks of infection were small because the data\n",
            "networks that connect UK cash machines together and the operators of\n",
            "the ATMs themselves were a much smaller and tightly-knit community\n",
            "than in the US where viruses have struck.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "## nmf"
      ],
      "metadata": {
        "id": "cXG9QFpJGTnd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "stops = set(stopwords.words('english' ))\n",
        "!wget -nc https://lazyprogrammer.me/course_files/nlp/bbc_text_cls.csv\n",
        "stops = stops.union({'said', '‘would', 'could', 'told', 'also', 'one','mr', 'new', 'year', })\n",
        "df = pd.read_csv('bbc_text_cls.csv')\n",
        "df.head()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 242
        },
        "id": "hi7zvuhFGT97",
        "outputId": "0c31ff7c-1cf5-4045-c4dc-78d4093c0a63"
      },
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "File ‘bbc_text_cls.csv’ already there; not retrieving.\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                text    labels\n",
              "0  Ad sales boost Time Warner profit\\n\\nQuarterly...  business\n",
              "1  Dollar gains on Greenspan speech\\n\\nThe dollar...  business\n",
              "2  Yukos unit buyer faces loan claim\\n\\nThe owner...  business\n",
              "3  High fuel prices hit BA's profits\\n\\nBritish A...  business\n",
              "4  Pernod takeover talk lifts Domecq\\n\\nShares in...  business"
            ],
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              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-d69a8e40-cb6b-4440-9072-d616c2ee42b5 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-d69a8e40-cb6b-4440-9072-d616c2ee42b5');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 82
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "vectorizer = TfidfVectorizer(stop_words=stops)\n",
        "X=vectorizer.fit_transform(df['text'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Au-GDHNGGUMW",
        "outputId": "3a09e0a7-e873-491c-f176-ac72d76f7102"
      },
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/sklearn/feature_extraction/text.py:396: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens ['would'] not in stop_words.\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nmf = NMF(\n",
        "    n_components=10, # default: 10\n",
        "\n",
        "    beta_loss=\"kullback-leibler\",\n",
        "    solver='mu',\n",
        "    random_state=0,\n",
        ")"
      ],
      "metadata": {
        "id": "-dm2uUFkGUa3"
      },
      "execution_count": 84,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nmf.fit(X)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ICsTimdlGUrU",
        "outputId": "43183d64-a374-41fe-f3e3-e6ae46dbd188"
      },
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/sklearn/decomposition/_nmf.py:289: FutureWarning: The 'init' value, when 'init=None' and n_components is less than n_samples and n_features, will be changed from 'nndsvd' to 'nndsvda' in 1.1 (renaming of 0.26).\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "NMF(beta_loss='kullback-leibler', n_components=10, random_state=0, solver='mu')"
            ]
          },
          "metadata": {},
          "execution_count": 86
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def plot_top_words(model, feature_names, n_top_words=10):\n",
        " fig, axes = plt.subplots(2, 5, figsize=(30, 15), sharex=True)\n",
        " axes = axes.flatten()\n",
        " for topic_idx, topic in enumerate(model.components_):\n",
        "  top_features_ind = topic.argsort()[: -n_top_words - 1 : -1]\n",
        "  top_features = [feature_names[i] for i in top_features_ind]\n",
        "  weights = topic[top_features_ind]\n",
        "  ax = axes[topic_idx]\n",
        "  ax.barh(top_features, weights, height=0.7)\n",
        "  ax.set_title(f\"Topic {topic_idx +1}\", fontdict={\"fontsize\": 30})\n",
        "  ax.invert_yaxis()\n",
        "  ax.tick_params(axis=\"both\", which=\"major\", labelsize=20)\n",
        "  for i in \"top right left\".split():\n",
        "    ax.spines[i].set_visible(False)\n",
        "\n",
        "  fig.suptitle('NMF', fontsize=40)"
      ],
      "metadata": {
        "id": "9wKjOsrAGU31"
      },
      "execution_count": 88,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "feature_names = vectorizer.get_feature_names_out()\n",
        "plot_top_words(lda, feature_names);"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 700
        },
        "id": "AqyTtWEzGVFC",
        "outputId": "ed445db6-86f6-48fb-c166-bc903749665b"
      },
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2160x1080 with 10 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Z=nmf.transform(X)"
      ],
      "metadata": {
        "id": "vFHahWiKGVSw"
      },
      "execution_count": 90,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "np.random.seed(9)\n",
        "i = np.random.choice(len(df) )\n",
        "z=Z[i]\n",
        "topics = np.arange(10) + 1\n",
        "fig, ax = plt.subplots()\n",
        "ax.barh(topics, z)\n",
        "ax.barh(topics, z)\n",
        "ax.set_yticks(topics)\n",
        "ax.set_title('NMF True label: %s' % df.iloc[i]['labels']);"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "id": "oEsVoyzlGVd7",
        "outputId": "ee498c0b-b13e-4259-8033-4fe737626c8b"
      },
      "execution_count": 92,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def wrap(x):\n",
        " return textwrap.fill(x, replace_whitespace=False, fix_sentence_endings=True)\n",
        "\n",
        "print(wrap(df.iloc[i]['text']))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SGh4etsKcElG",
        "outputId": "0bc33697-f436-4fe6-9705-16be02c4778d"
      },
      "execution_count": 93,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Fed warns of more US rate rises\n",
            "\n",
            "The US looks set for a continued\n",
            "boost to interest rates in 2005, according to the Federal Reserve.\n",
            "Minutes of the December meeting which pushed rates up to 2.25% showed\n",
            "that policy-makers at the Fed are worried about accelerating\n",
            "inflation.  The clear signal pushed the dollar up to $1.3270 to the\n",
            "euro by 0400 GMT on Wednesday, but depressed US shares.  \"The markets\n",
            "are starting to fear a more aggressive Fed in 2005,\" said Richard\n",
            "Yamarone of Argus Research.  The Dow Jones index dropped almost 100\n",
            "points on Tuesday, with the Nasdaq also falling as key tech stocks\n",
            "were hit by broker downgrades.  The dollar also gained ground against\n",
            "sterling on Tuesday, reaching $1.8832 to the pound before slipping\n",
            "slightly on Wednesday morning.\n",
            "\n",
            "The release of the minutes just three\n",
            "weeks after the 14 December meeting was much faster than usual,\n",
            "indicating the Fed wants to keep markets more apprised of its\n",
            "thinking.  This, too, is being taken in some quarters as a sign of\n",
            "aggressive moves on interest rates to come.  The key Fed funds rate\n",
            "has risen 1.25 percentage points during 2004 from the 46-year low of\n",
            "1% reached not long after the 9/11 attacks in 2001. That long trough\n",
            "\"might be contributing to signs of potentially excessive risk-taking\n",
            "in financial markets\", said the Federal Open Markets Committee (FOMC),\n",
            "which sets interest rates.  The odds now favour a further boost to\n",
            "rates at the next meeting in early February, economists said.  But the\n",
            "respite for the dollar, which spent late 2003 being pushed lower\n",
            "against other major currencies by worries about massive US trade and\n",
            "budget deficits, may be short-lived.  \"You can't rule out a further\n",
            "correction... but we don't think it's a change in direction in the\n",
            "dollar,\" said Jason Daw at Merrill Lynch.  \"Nothing fundamental has\n",
            "changed.\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "BnP6lMIXcE2U"
      },
      "execution_count": 93,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "4X3ekExLcFGb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "iFM7yNshcFjN"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}