updated notebooks

Author: bmtgoncalves

1. Generative AI .ipynb

@@ -17,10 +17,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "id": "377bf3fa",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The watermark extension is already loaded. To reload it, use:\n",
+      "  %reload_ext watermark\n"
+     ]
+    }
+   ],
    "source": [
     "from collections import Counter, defaultdict\n",
     "from pprint import pprint\n",
@@ -32,6 +41,7 @@
     "import matplotlib\n",
     "import matplotlib.pyplot as plt \n",
     "\n",
+    "import openai\n",
     "from openai import OpenAI\n",
     "\n",
     "import tiktoken\n",
@@ -63,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "id": "4acf22b4",
    "metadata": {},
    "outputs": [
@@ -83,15 +93,16 @@
       "CPU cores   : 16\n",
       "Architecture: 64bit\n",
       "\n",
-      "Git hash: 5217868ae783ab0315a9d79f2e1ac0fb25095003\n",
+      "Git hash: 00e27069c4e567040e2ae5b1b5259eb0a02807ab\n",
       "\n",
-      "matplotlib: 3.8.0\n",
       "numpy     : 1.26.4\n",
-      "nltk      : 3.8.1\n",
-      "pandas    : 2.1.4\n",
       "tiktoken  : 0.6.0\n",
-      "tqdm      : 4.66.2\n",
       "watermark : 2.4.3\n",
+      "pandas    : 2.1.4\n",
+      "openai    : 1.20.0\n",
+      "matplotlib: 3.8.0\n",
+      "tqdm      : 4.66.2\n",
+      "nltk      : 3.8.1\n",
       "\n"
      ]
     }
@@ -110,7 +121,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "id": "a1df2404",
    "metadata": {},
    "outputs": [],
@@ -166,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "db3c21c0",
    "metadata": {},
    "outputs": [
@@ -176,7 +187,7 @@
        "<Encoding 'cl100k_base'>"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -196,7 +207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "0637c28c",
    "metadata": {},
    "outputs": [
@@ -206,7 +217,7 @@
        "<Encoding 'cl100k_base'>"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -226,7 +237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "b2b13b25",
    "metadata": {},
    "outputs": [
@@ -253,7 +264,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "16cdd08d",
    "metadata": {},
    "outputs": [
@@ -263,7 +274,7 @@
        "'tiktoken is great!'"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -282,7 +293,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "56187080",
    "metadata": {},
    "outputs": [
@@ -314,7 +325,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "id": "5882d126",
    "metadata": {},
    "outputs": [
@@ -369,7 +380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "id": "266d226e",
    "metadata": {},
    "outputs": [
@@ -452,7 +463,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "8f391797",
    "metadata": {},
    "outputs": [],
@@ -509,7 +520,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "beb9e74e-1c2c-4be5-b57c-f69e8078f0fa",
    "metadata": {},
    "outputs": [],
@@ -519,7 +530,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "id": "c75f4844",
    "metadata": {},
    "outputs": [
@@ -615,7 +626,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "id": "85acd120",
    "metadata": {},
    "outputs": [],
@@ -633,14 +644,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "id": "b925cf88",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "66b4b71727ca4abc8016a22eba4f129d",
+       "model_id": "77d1ff7008bd420c95e006712f4687c5",
        "version_major": 2,
        "version_minor": 0
       },
@@ -669,7 +680,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "id": "3058681d",
    "metadata": {},
    "outputs": [],
@@ -819,7 +830,7 @@
     {
      "data": {
       "text/plain": [
-       "\"United States 80 , 000 Revs 143 , 000 to 40 pct by one pct in February declined 9 . 6 pct , it was a remarkable year in an opening speech to the debt crisis , Chancellor Helmut Kohl ' s total assistance of around 5 . 16 dlrs a barrel , bringing the allocation rate on deposits with statutory withdrawal notice , rose a real messy business for undisclosed terms .\""
+       "'United States appears to pose little risk for loans to 60 pct of its current open market .'"
       ]
      },
      "execution_count": 22,
@@ -840,7 +851,7 @@
     {
      "data": {
       "text/plain": [
-       "'today the newspaper .'"
+       "'today the public .'"
       ]
      },
      "execution_count": 23,
@@ -861,7 +872,7 @@
     {
      "data": {
       "text/plain": [
-       "'financial markets .'"
+       "'financial markets can attempt to to buy up overseas companies have totalled 24 . 9 pct in February rose to 37 - 1 / 4 cts prior Pay May 21 . 73 mln dlrs in assets .'"
       ]
      },
      "execution_count": 24,