053_Sentiment_Analysis_Overtime.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5cdfc452-db83-4bfb-8533-51483df0d572",
   "metadata": {},
   "source": [
    "# **NB 5.3: Sentiment Analysis Over time - After BERT Topic Modeling**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c2cd9904-7290-44b0-840a-60de0969ce85",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Standard Inputs\n",
    "\n",
    "import sklearn\n",
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import CountVectorizer, HashingVectorizer, TfidfTransformer, TfidfVectorizer\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n",
    "from sklearn.linear_model import LogisticRegression, SGDClassifier\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn import metrics\n",
    "\n",
    "from joblib import dump, load\n",
    "from joblib import Parallel, delayed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a188ca24-671a-4fa5-9119-c3f5155940bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available CPUs: 16\n",
      "INFO: Pandarallel will run on 15 workers.\n",
      "INFO: Pandarallel will use standard multiprocessing data transfer (pipe) to transfer data between the main process and workers.\n"
     ]
    }
   ],
   "source": [
    "# Multiprocessing\n",
    "\n",
    "#pip install pandarallel\n",
    "import multiprocessing\n",
    "\n",
    "num_processors = multiprocessing.cpu_count()\n",
    "print(f'Available CPUs: {num_processors}')\n",
    "\n",
    "import pandarallel\n",
    "from pandarallel import pandarallel\n",
    "pandarallel.initialize(nb_workers=num_processors-1, use_memory_fs=False, progress_bar=True )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "89cf61fc-3017-48ce-983f-dd8c747d9956",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bucket nlp_final_project_kshitijm connected.\n"
     ]
    }
   ],
   "source": [
    "# Imports the Google Cloud client library\n",
    "\n",
    "from google.cloud import storage\n",
    "# Instantiates a client\n",
    "storage_client = storage.Client()\n",
    "\n",
    "# The name for the new bucket\n",
    "bucket_name = \"nlp_final_project_kshitijm\"\n",
    "\n",
    "# Creates the new bucket\n",
    "bucket = storage_client.bucket(bucket_name)\n",
    "print(f\"Bucket {bucket.name} connected.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3fc842a6-f09c-4345-bb7d-6858f5ac5368",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Visuals\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set_style('white')\n",
    "# Graphics in SVG format are more sharp and legible\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03fb5352-0211-4012-a25a-78cd16c89095",
   "metadata": {},
   "source": [
    "## Importing data files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "71987269-3c30-4ad8-b8f6-42276b101ace",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 42.6 s, sys: 5 s, total: 47.6 s\n",
      "Wall time: 2min 17s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "### Loading positive (v3) and negative expanded (v4) sentiment datasets\n",
    "df_filt_pos=pd.read_csv('gs://nlp_final_project_kshitijm/00_Data/NLP_FP_Data7v3_POS_BERTopics_Sentiments_NER.csv',lineterminator='\\n')\n",
    "df_filt_neg=pd.read_csv('gs://nlp_final_project_kshitijm/00_Data/NLP_FP_Data7v4_NEG_BERTopics_Sentiments_NER.csv',lineterminator='\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "354eecb5-0edc-4fcd-b43f-6cda1419c842",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 51.6 s, sys: 18.2 s, total: 1min 9s\n",
      "Wall time: 1min 1s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "### Loading an older data file with all articles\n",
    "df4_samp=pd.read_parquet('gs://nlp_final_project_kshitijm/00_Data/NLP_FP_Data4_filtered.parquet')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4c44857b-185d-4c17-8dab-a2e730edbe49",
   "metadata": {},
   "outputs": [
    {
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       "   year_pub  month month-year  count_total_articles\n",
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       "2      2020      3   Mar 2020                  3083\n",
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    "articles_period=df4_samp.groupby(['year_pub','month','month-year'],as_index=False)['url'].agg('count')\n",
    "articles_period.rename(columns={'url':'count_total_articles'}, inplace=True)\n",
    "articles_period[0:5]"
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   "execution_count": 33,
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    "fig,axes=plt.subplots(figsize=(13, 5))\n",
    "# RdBu_palette = sns.color_palette('RdBu', n_colors=len(articles_period['month-year'].unique()))\n",
    "green_palette = sns.color_palette('Blues', n_colors=len(articles_period['month-year'].unique()))\n",
    "\n",
    "\n",
    "sns.barplot(x=articles_period['month-year'],y=articles_period['count_total_articles'], ax=axes, palette = green_palette)\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "# Add labels and title if needed\n",
    "plt.xlabel('Month, Year')\n",
    "plt.ylabel('Count of Articles')\n",
    "plt.title('Number of Articles published across our timeframe')\n",
    "\n",
    "sns.despine()\n",
    "# Show the plot\n",
    "plt.show()\n",
    "fig.savefig('053_Figures/all_articles.png')"
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   "id": "668e5d7d-062b-4a8f-8461-a7c59cad223f",
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       "   year_pub  month month-year  count_pos_articles\n",
       "0      2020      1   Jan 2020                 876\n",
       "1      2020      2   Feb 2020                 748\n",
       "2      2020      3   Mar 2020                 936\n",
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       "4      2020      5   May 2020                 764"
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    "pos_articles_period=df_filt_pos.groupby(['year_pub','month','month-year'],as_index=False)['url'].agg('count')\n",
    "pos_articles_period.rename(columns={'url':'count_pos_articles'}, inplace=True)\n",
    "pos_articles_period[0:5]"
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       "      <td>4</td>\n",
       "      <td>Apr 2020</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020</td>\n",
       "      <td>5</td>\n",
       "      <td>May 2020</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year_pub  month month-year  count_neg_articles\n",
       "0      2020      1   Jan 2020                 128\n",
       "1      2020      2   Feb 2020                 113\n",
       "2      2020      3   Mar 2020                  96\n",
       "3      2020      4   Apr 2020                  64\n",
       "4      2020      5   May 2020                  84"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neg_articles_period=df_filt_neg.groupby(['year_pub','month','month-year'],as_index=False)['url'].agg('count')\n",
    "neg_articles_period.rename(columns={'url':'count_neg_articles'}, inplace=True)\n",
    "neg_articles_period[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "538688c1-ce1f-4d9a-94ec-539b80dd3ee8",
   "metadata": {},
   "outputs": [],
   "source": [
    "articles_sents=articles_period.merge(pos_articles_period['count_pos_articles'], left_on=articles_period['month-year'], right_on=pos_articles_period['month-year'], how='left')\n",
    "articles_sents.drop(['key_0'], axis=1, inplace=True)\n",
    "articles_sents=articles_sents.merge(neg_articles_period['count_neg_articles'], on=articles_sents['month-year'], how='left')\n",
    "articles_sents.drop(['key_0'], axis=1, inplace=True)\n",
    "\n",
    "articles_sents['prop_pos_articles']=np.round((articles_sents['count_pos_articles']/articles_sents['count_total_articles'])*100,2)\n",
    "articles_sents['prop_neg_articles']=np.round((articles_sents['count_neg_articles']/articles_sents['count_total_articles'])*100,2)\n",
    "\n",
    "# articles_sents\n",
    "# articles_sents.merge(neg_articles_period['count_neg_articles'], on=articles_sents['month-year'], how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "5c5cd4f7-8ef6-48df-8def-a0ce48e84618",
   "metadata": {},
   "outputs": [],
   "source": [
    "articles_sents.to_csv('articles_sents.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f56ceef1-ace1-49a8-8371-2a029402a02f",
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "<Figure size 1200x600 with 4 Axes>"
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     "metadata": {},
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   ],
   "source": [
    "fig,axes=plt.subplots(2,1,figsize=(12, 6), sharex=True)\n",
    "axes=axes.flatten()\n",
    "\n",
    "green_palette = sns.color_palette('Greens', n_colors=len(articles_sents['month-year'].unique()))\n",
    "red_palette = sns.color_palette('Reds', n_colors=len(articles_sents['month-year'].unique()))\n",
    "\n",
    "#axes[0]\n",
    "sns.barplot(x=articles_sents['month-year'],y=articles_sents['count_pos_articles'], ax=axes[0], palette=green_palette)\n",
    "axes[0].tick_params(axis='x', labelbottom=False)\n",
    "\n",
    "#axes[0] twin\n",
    "ax01=axes[0].twinx()\n",
    "sns.lineplot(x=articles_sents['month-year'],y=articles_sents['prop_pos_articles'], ax=ax01, color = 'green')\n",
    "ax01.set_ylabel('Proportion % of Positive Articles')\n",
    "ax01.set_ylim(0, 100)  # Set y-axis limits for the lower subplot\n",
    "ax01.tick_params(axis='x', labelbottom=False)\n",
    "\n",
    "\n",
    "#axes[1]\n",
    "sns.barplot(x=articles_sents['month-year'],y=articles_sents['count_neg_articles'], ax=axes[1], palette=red_palette)\n",
    "axes[1].set_ylim(0, 1500)  # Set y-axis limits for the lower subplot\n",
    "axes[1].tick_params(axis='x', labelbottom=False)\n",
    "\n",
    "\n",
    "#axes[1] twin\n",
    "ax11=axes[1].twinx()\n",
    "sns.lineplot(x=articles_sents['month-year'],y=articles_sents['prop_neg_articles'], ax=ax11, color = 'red')\n",
    "ax11.set_ylabel('Proportion % of Negative Articles')\n",
    "ax11.tick_params(axis='x', labelbottom=False)\n",
    "ax11.set_ylim(0, 100)  # Set y-axis limits for the lower subplot\n",
    "\n",
    "sns.despine()\n",
    "\n",
    "axes[0].set_ylabel('Count of Positive Articles')\n",
    "axes[0].set_xlabel('')  # Remove x-axis label from the upper subplot\n",
    "\n",
    "axes[1].set_ylabel('Count of Negative Articles')\n",
    "axes[1].set_xlabel('Timeline')\n",
    "\n",
    "# axes[1].set_title('Negative Articles Count by Month-Year')\n",
    "axes[1].invert_yaxis()\n",
    "ax11.invert_yaxis()\n",
    "\n",
    "\n",
    "# plt.xticks(rotation=90)\n",
    "fig.suptitle('Count of Positive and Negative Articles by Month,Year', fontsize=16, y=1)\n",
    "\n",
    "# Show the plot\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
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   "execution_count": 14,
   "id": "54baf60d-a3a7-4619-a4dc-dd7c599799e4",
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       "<Figure size 1200x600 with 2 Axes>"
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     },
     "metadata": {},
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   ],
   "source": [
    "fig,axes=plt.subplots(2,1,figsize=(12, 6), sharex=True)\n",
    "axes=axes.flatten()\n",
    "\n",
    "green_palette = sns.color_palette('Greens', n_colors=len(articles_sents['month-year'].unique()))\n",
    "red_palette = sns.color_palette('Reds', n_colors=len(articles_sents['month-year'].unique()))\n",
    "\n",
    "sns.barplot(x=articles_sents['month-year'],y=articles_sents['prop_pos_articles'], ax=axes[0], palette=green_palette)\n",
    "sns.barplot(x=articles_sents['month-year'],y=articles_sents['prop_neg_articles'], ax=axes[1], palette=red_palette)\n",
    "sns.despine()\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "axes[0].set_ylabel('Proportion % of Positive Articles')\n",
    "axes[0].set_xlabel('')  # Remove x-axis label from the upper subplot\n",
    "axes[0].set_ylim(0, 60)  # Set y-axis limits for the upper subplot\n",
    "\n",
    "# axes[0].set_title('Postitive Articles Count by Month-Year')\n",
    "# axes[0].set_xlabel('Count of Positive Articles')\n",
    "\n",
    "\n",
    "axes[1].set_ylabel('Proportion % of Negative Articles')\n",
    "axes[1].set_xlabel('Timeline')\n",
    "axes[1].set_ylim(0, 10)  # Set y-axis limits for the lower subplot\n",
    "\n",
    "# axes[1].set_title('Negative Articles Count by Month-Year')\n",
    "axes[1].invert_yaxis()\n",
    "\n",
    "fig.suptitle('Proportion %s of Positive and Negative Articles by Month-Year', fontsize=16, y=1)\n",
    "\n",
    "\n",
    "# Show the plot\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25234902-765a-4110-b861-aeeb43d7467c",
   "metadata": {},
   "source": [
    "----\n",
    "### Checking for Positive and Negative Topics as obtained from BERT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4b1b5949-7435-460b-8641-0ff2fe80042d",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Bert_topics</th>\n",
       "      <th>Bert_topics_words</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <th>4</th>\n",
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      "text/plain": [
       "       Bert_topics  \\\n",
       "0               -1   \n",
       "1                0   \n",
       "2                4   \n",
       "3               -1   \n",
       "4                2   \n",
       "...            ...   \n",
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       "\n",
       "                                                                                                                                                                                                                                                                                                                                                     Bert_topics_words  \n",
       "0                         [('ai', 0.011616725684365191), ('data', 0.008184820620037109), ('new', 0.007532065440961323), ('technology', 0.007088503198156179), ('media', 0.006741932060619692), ('news', 0.006555062414371287), ('market', 0.0065322453300298115), ('gray', 0.006268907474194732), ('business', 0.006194498186140644), ('group', 0.006136437718931887)]  \n",
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       "3                         [('ai', 0.011616725684365191), ('data', 0.008184820620037109), ('new', 0.007532065440961323), ('technology', 0.007088503198156179), ('media', 0.006741932060619692), ('news', 0.006555062414371287), ('market', 0.0065322453300298115), ('gray', 0.006268907474194732), ('business', 0.006194498186140644), ('group', 0.006136437718931887)]  \n",
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       "...                                                                                                                                                                                                                                                                                                                                                                ...  \n",
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       "[60881 rows x 2 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.display.max_colwidth=500\n",
    "df_filt_pos[['Bert_topics','Bert_topics_words']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "54a31577-bb55-4484-aebd-cb13a0145ae4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Topic 4 - Conversational AI\n",
    "df_filt_pos_convai=df_filt_pos[df_filt_pos.Bert_topics==1]\n",
    "# df_filt_pos_convai.sample(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ed6d5baa-f936-4be1-8367-f563acbc9456",
   "metadata": {},
   "outputs": [],
   "source": [
    "pos_convai_period=df_filt_pos_convai.groupby(['year_pub','month','month-year'],as_index=False)['url'].agg('count')\n",
    "pos_convai_period.rename(columns={'url':'count_articles'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "189aa47d-7779-48f8-aebe-b0550e494001",
   "metadata": {},
   "outputs": [
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   "source": [
    "fig,axes=plt.subplots(figsize=(6, 4))\n",
    "RdBu_palette = sns.color_palette('RdBu', n_colors=len(articles_sents['month-year'].unique()))\n",
    "\n",
    "sns.barplot(x=pos_convai_period['month-year'],y=pos_convai_period['count_articles'], ax=axes, palette = RdBu_palette)\n",
    "axes.tick_params(axis='x', labelbottom=False)\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "# Add labels and title if needed\n",
    "plt.xlabel('2020-2023')\n",
    "plt.ylabel('Count of Postitive Articles')\n",
    "plt.title('Conversational AI: Positive Articles over the past years')\n",
    "\n",
    "\n",
    "sns.despine()\n",
    "# Show the plot\n",
    "plt.show()\n",
    "fig.savefig('053_Figures/convai_pos.png')"
   ]
  },
  {
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   "execution_count": 44,
   "id": "a6a2f0c1-a9c6-41cc-92cf-3dac722578a6",
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    "#Healthcare\n",
    "\n",
    "df_filt_pos_medai=df_filt_pos[df_filt_pos.Bert_topics.isin([2,20,24])]\n",
    "pos_medai_period=df_filt_pos_medai.groupby(['year_pub','month','month-year'],as_index=False)['url'].agg('count')\n",
    "pos_medai_period.rename(columns={'url':'count_articles'}, inplace=True)\n",
    "\n",
    "bupu_palette = sns.color_palette('BuPu', n_colors=len(articles_sents['month-year'].unique()))\n",
    "fig,axes=plt.subplots(figsize=(6, 4))\n",
    "sns.barplot(x=pos_medai_period['month-year'],y=pos_medai_period['count_articles'], ax=axes, palette=bupu_palette)\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "# Add labels and title if needed\n",
    "plt.xlabel('2020-2023')\n",
    "plt.ylabel('Count of Postitive Articles')\n",
    "plt.title('Medical AI: Positive Articles over the past years')\n",
    "axes.tick_params(axis='x', labelbottom=False)\n",
    "\n",
    "sns.despine()\n",
    "# Show the plot\n",
    "plt.show()\n",
    "fig.savefig('053_Figures/medai_pos.png')"
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       "721                                                                                                                                                                                                                                                                            Google's DeepMind shows potential benefits of artificial intelligence\n",
       "1616                                                                                                                                                                    Artificial Intelligence for Drug Discovery Market 2020 Brief Analysis by Top Companies- NVIDIA Corporation, Deep Genomics, IBM Corporation, Cloud Pharmaceuticals, Microsoft\n",
       "11771  Global Artificial Intelligence (AI) in Drug Discovery Market is valued approximately at USD 260 million in 2019 and is anticipated to grow with a healthy growth rate of more than 40.7% over the forecast period 2019-2026 Market Upcoming Challenges, Opportunities and Forecast, Market Huge Demand, Business Strategies, High Growth Rate\n",
       "44073                                                                                                                                                     Latest Machine Learning Study Explains Background Bias in Deep Metric Learning DML by Conducting Multiple Experiments on Three Standard DML Datasets And Five Different DML Loss Functions\n",
       "1260                                                                                                                                                                                                                                                                                                Scientists discover powerful antibiotic using AI"
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    "# Processing Hardware\n",
    "\n",
    "df_filt_pos_gpu=df_filt_pos[df_filt_pos.Bert_topics.isin([6])]\n",
    "pos_gpu_period=df_filt_pos_gpu.groupby(['year_pub','month','month-year'],as_index=False)['url'].agg('count')\n",
    "pos_gpu_period.rename(columns={'url':'count_articles'}, inplace=True)\n",
    "\n",
    "YlOrBr_palette = sns.color_palette('YlOrBr', n_colors=len(articles_sents['month-year'].unique()))\n",
    "fig,axes=plt.subplots(figsize=(8, 3))\n",
    "sns.barplot(x=pos_gpu_period['month-year'],y=pos_gpu_period['count_articles'], ax=axes, palette=YlOrBr_palette)\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "# Add labels and title if needed\n",
    "plt.xlabel('2020-2023')\n",
    "plt.ylabel('Count of Articles')\n",
    "plt.title('Harware Acceleration: Positive Articles over the past years')\n",
    "axes.tick_params(axis='x', labelbottom=False)\n",
    "sns.despine()\n",
    "# Show the plot\n",
    "plt.show()\n",
    "fig.savefig('053_Figures/gpu_pos.png')"
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       "                                                                                                     clean_title\n",
       "53002                Shutterstock Teams With NVIDIA to Build AI Foundation Models for Generative 3D Artist Tools\n",
       "43615                                                       Nvidia Stock: Goodbye Crypto, Hello AI (NASDAQ:NVDA)\n",
       "44204                                        Nvidia to collaborate with Microsoft for 'massive' AI supercomputer\n",
       "27638                                           Nvidia intros new GPUs and technology to accelerate AI computing\n",
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    "# Automotive Sector\n",
    "\n",
    "df_filt_pos_auto=df_filt_pos[df_filt_pos.Bert_topics.isin([5])]\n",
    "pos_auto_period=df_filt_pos_auto.groupby(['year_pub','month','month-year'],as_index=False)['url'].agg('count')\n",
    "pos_auto_period.rename(columns={'url':'count_articles'}, inplace=True)\n",
    "\n",
    "GnBu_palette = sns.color_palette('GnBu', n_colors=len(articles_sents['month-year'].unique()))\n",
    "fig,axes=plt.subplots(figsize=(6, 4))\n",
    "sns.barplot(x=pos_auto_period['month-year'],y=pos_auto_period['count_articles'], ax=axes, palette=GnBu_palette)\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "# Add labels and title if needed\n",
    "plt.xlabel('2020-2023')\n",
    "plt.ylabel('Count of Articles')\n",
    "plt.title('Automotive AI: Positive Articles over the past years')\n",
    "axes.tick_params(axis='x', labelbottom=False)\n",
    "\n",
    "sns.despine()\n",
    "# Show the plot\n",
    "plt.show()\n",
    "fig.savefig('053_Figures/autoai_pos.png')"
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       "      <td>Artificial Intelligence in Transportation Market Current Scope, Solutions, Demand, Platforms, Substantial Growth, Key Players Analysis and Market Segmentation till 2025</td>\n",
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       "                                                                                                                                                                    clean_title\n",
       "3638   Artificial Intelligence in Transportation Market Current Scope, Solutions, Demand, Platforms, Substantial Growth, Key Players Analysis and Market Segmentation till 2025\n",
       "32130                                                                                                           Hayden AI Granted Patent for Traffic Rule Management Technology\n",
       "43483                                                                                                              Researchers: AI in connected cars eased rush hour congestion\n",
       "2201                                                                                             Helm.ai raises $13M on its unsupervised learning approach to driverless car AI\n",
       "38995                                             Invisible AI Raises $15 Million Series A to Rapidly Scale Innovative Computer Vision Platform Across Manufacturing Facilities"
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   "source": [
    "# Financial Sector\n",
    "\n",
    "df_filt_pos_fin=df_filt_pos[df_filt_pos.Bert_topics.isin([3,11])]\n",
    "pos_fin_period=df_filt_pos_fin.groupby(['year_pub','month','month-year'],as_index=False)['url'].agg('count')\n",
    "pos_fin_period.rename(columns={'url':'count_articles'}, inplace=True)\n",
    "\n",
    "YlOrRd_palette = sns.color_palette('YlOrRd', n_colors=len(articles_sents['month-year'].unique()))\n",
    "fig,axes=plt.subplots(figsize=(6, 4))\n",
    "sns.barplot(x=pos_fin_period['month-year'],y=pos_fin_period['count_articles'], ax=axes, palette=YlOrRd_palette)\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "# Add labels and title if needed\n",
    "plt.xlabel('Month-Year')\n",
    "plt.ylabel('Count of Articles')\n",
    "plt.title('Financial AI: Positive Articles over the past years')\n",
    "axes.tick_params(axis='x', labelbottom=False)\n",
    "\n",
    "sns.despine()\n",
    "# Show the plot\n",
    "plt.show()\n",
    "fig.savefig('053_Figures/finai_pos.png')"
   ]
  },
  {
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   "execution_count": 101,
   "id": "c042cb38-5ae6-4dbb-8c28-9682bbc499b7",
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       "      <th></th>\n",
       "      <th>clean_title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13109</th>\n",
       "      <td>Cooper and Google Partner on New AI Initiative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43490</th>\n",
       "      <td>Leading AI innovator FundMore partners with Canada's origination giant M3 Financial Group to accelerate mortgage approvals for all Canadians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23835</th>\n",
       "      <td>Europe is seeing a hiring boom in tech industry machine learning roles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15198</th>\n",
       "      <td>Renalytix AI (NASDAQ:RNLX) Shares Gap Down to $34.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52026</th>\n",
       "      <td>Uphold ethical standards or face disciplinary action: AI to cabin crew</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                        clean_title\n",
       "13109                                                                                                Cooper and Google Partner on New AI Initiative\n",
       "43490  Leading AI innovator FundMore partners with Canada's origination giant M3 Financial Group to accelerate mortgage approvals for all Canadians\n",
       "23835                                                                        Europe is seeing a hiring boom in tech industry machine learning roles\n",
       "15198                                                                                          Renalytix AI (NASDAQ:RNLX) Shares Gap Down to $34.78\n",
       "52026                                                                        Uphold ethical standards or face disciplinary action: AI to cabin crew"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_filt_pos_fin[['clean_title']].sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "c3b6a887-1774-48fa-95e3-46fd1a1adb3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "62b4ac89-53cc-4c50-a406-a473bb9f038c",
   "metadata": {},
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       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
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   ],
   "source": [
    "# Music Sector\n",
    "\n",
    "df_filt_pos_mus=df_filt_pos[df_filt_pos.Bert_topics.isin([13])]\n",
    "pos_mus_period=df_filt_pos_mus.groupby(['year_pub','month','month-year'],as_index=False)['url'].agg('count')\n",
    "pos_mus_period.rename(columns={'url':'count_articles'}, inplace=True)\n",
    "\n",
    "GnBu_palette = sns.color_palette('GnBu', n_colors=len(articles_sents['month-year'].unique()))\n",
    "fig,axes=plt.subplots(figsize=(8, 3))\n",
    "sns.barplot(x=pos_mus_period['month-year'],y=pos_mus_period['count_articles'], ax=axes, palette=GnBu_palette)\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "# Add labels and title if needed\n",
    "plt.xlabel('2020-2023')\n",
    "plt.ylabel('Count of Articles')\n",
    "plt.title('Music AI: Positive Articles over the past years')\n",
    "axes.tick_params(axis='x', labelbottom=False)\n",
    "\n",
    "sns.despine()\n",
    "# Show the plot\n",
    "plt.show()\n",
    "fig.savefig('053_Figures/finai_pos.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "9998330f-ed8c-4a5e-8ba3-17a880676634",
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      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
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     },
     "metadata": {},
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    }
   ],
   "source": [
    "# Legal Sector\n",
    "\n",
    "df_filt_pos_leg=df_filt_pos[df_filt_pos.Bert_topics.isin([10])]\n",
    "pos_leg_period=df_filt_pos_leg.groupby(['year_pub','month','month-year'],as_index=False)['url'].agg('count')\n",
    "pos_leg_period.rename(columns={'url':'count_articles'}, inplace=True)\n",
    "\n",
    "PuRd_palette = sns.color_palette('PuRd', n_colors=len(articles_sents['month-year'].unique()))\n",
    "fig,axes=plt.subplots(figsize=(8, 3))\n",
    "sns.barplot(x=pos_leg_period['month-year'],y=pos_leg_period['count_articles'], ax=axes, palette=PuRd_palette)\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "# Add labels and title if needed\n",
    "plt.xlabel('2020-2023')\n",
    "plt.ylabel('Count of Articles')\n",
    "plt.title('Legal AI: Positive Articles over the past years')\n",
    "axes.tick_params(axis='x', labelbottom=False)\n",
    "\n",
    "sns.despine()\n",
    "# Show the plot\n",
    "plt.show()\n",
    "fig.savefig('053_Figures/finai_pos.png')"
   ]
  }
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