Upload 2 files

datacreation.ipynb

@@ -26,7 +26,7 @@
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         {
@@ -46,8 +46,8 @@
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             "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (0.12.1)\n",
-            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (4.61.1)\n",
-            "Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.4.9)\n",
+            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (4.62.1)\n",
+            "Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.5.0)\n",
             "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (26.0)\n",
             "Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (11.3.0)\n",
             "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (3.3.2)\n",
@@ -113,7 +113,7 @@
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+      "execution_count": null,
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@@ -145,12 +145,18 @@
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+      "execution_count": null,
       "metadata": {
         "id": "l5FkkNhUYTHh"
       },
       "outputs": [],
-      "source": []
+      "source": [
+        "df_books = pd.DataFrame({\n",
+        "    \"title\": titles,\n",
+        "    \"price\": prices,\n",
+        "    \"rating\": ratings\n",
+        "})"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -163,7 +169,7 @@
     },
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+      "execution_count": null,
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@@ -187,181 +193,14 @@
     },
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+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 206
-        },
-        "id": "O_wIvTxYZqCK",
-        "outputId": "349b36b0-c008-4fd5-d4a4-dba38ae18337"
+        "id": "O_wIvTxYZqCK"
       },
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "data": {
-            "text/plain": [
-              "                                   title  price rating\n",
-              "0                   A Light in the Attic  51.77  Three\n",
-              "1                     Tipping the Velvet  53.74    One\n",
-              "2                             Soumission  50.10    One\n",
-              "3                          Sharp Objects  47.82   Four\n",
-              "4  Sapiens: A Brief History of Humankind  54.23   Five"
-            ],
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-              "      <td>One</td>\n",
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-              "      <th>2</th>\n",
-              "      <td>Soumission</td>\n",
-              "      <td>50.10</td>\n",
-              "      <td>One</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>Sharp Objects</td>\n",
-              "      <td>47.82</td>\n",
-              "      <td>Four</td>\n",
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-              "      <th>4</th>\n",
-              "      <td>Sapiens: A Brief History of Humankind</td>\n",
-              "      <td>54.23</td>\n",
-              "      <td>Five</td>\n",
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-              "        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",
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-            "application/vnd.google.colaboratory.intrinsic+json": {
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-              "variable_name": "df_books",
-              "summary": "{\n  \"name\": \"df_books\",\n  \"rows\": 1000,\n  \"fields\": [\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 999,\n        \"samples\": [\n          \"The Grownup\",\n          \"Persepolis: The Story of a Childhood (Persepolis #1-2)\",\n          \"Ayumi's Violin\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"price\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14.446689669952772,\n        \"min\": 10.0,\n        \"max\": 59.99,\n        \"num_unique_values\": 903,\n        \"samples\": [\n          19.73,\n          55.65,\n          46.31\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"rating\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"One\",\n          \"Two\",\n          \"Four\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
-            }
-          },
-          "metadata": {},
-          "execution_count": 6
-        }
-      ],
-      "source": []
+      "outputs": [],
+      "source": [
+        "df_books.head()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -383,7 +222,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 7,
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       "metadata": {
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@@ -410,7 +249,7 @@
     },
     {
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-      "execution_count": 8,
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@@ -433,12 +272,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 9,
+      "execution_count": null,
       "metadata": {
         "id": "V-G3OCUCgR07"
       },
       "outputs": [],
-      "source": []
+      "source": [
+        "df_books[\"popularity_score\"] = df_books[\"rating\"].apply(generate_popularity_score)"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -451,7 +292,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 10,
+      "execution_count": null,
       "metadata": {
         "id": "kUtWmr8maZLZ"
       },
@@ -477,12 +318,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 11,
+      "execution_count": null,
       "metadata": {
         "id": "tafQj8_7gYCG"
       },
       "outputs": [],
-      "source": []
+      "source": [
+        "df_books[\"sentiment_label\"] = df_books[\"popularity_score\"].apply(get_sentiment)"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -504,7 +347,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 12,
+      "execution_count": null,
       "metadata": {
         "id": "qkVhYPXGbgEn"
       },
@@ -541,7 +384,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 13,
+      "execution_count": null,
       "metadata": {
         "id": "SlJ24AUafoDB"
       },
@@ -570,12 +413,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 14,
+      "execution_count": null,
       "metadata": {
         "id": "wcN6gtiZg-ws"
       },
       "outputs": [],
-      "source": []
+      "source": [
+        "df_sales = pd.DataFrame(sales_data)"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -588,28 +433,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 15,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "MzbZvLcAhGaH",
-        "outputId": "c692bb04-7263-4115-a2ba-c72fe0180722"
+        "id": "MzbZvLcAhGaH"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "                  title    month  units_sold sentiment_label\n",
-            "0  A Light in the Attic  2024-08         100         neutral\n",
-            "1  A Light in the Attic  2024-09         109         neutral\n",
-            "2  A Light in the Attic  2024-10         102         neutral\n",
-            "3  A Light in the Attic  2024-11         107         neutral\n",
-            "4  A Light in the Attic  2024-12         108         neutral\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "df_sales.to_csv(\"synthetic_sales_data.csv\", index=False)\n",
         "\n",
@@ -636,7 +464,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 16,
+      "execution_count": null,
       "metadata": {
         "id": "b3cd2a50"
       },
@@ -647,16 +475,157 @@
         "        \"A compelling and heartwarming read that stayed with me long after I finished.\",\n",
         "        \"Brilliantly written! The characters were unforgettable and the plot was engaging.\",\n",
         "        \"One of the best books I've read this year — inspiring and emotionally rich.\",\n",
+        "        \"Absolutely loved this book from beginning to end.\",\n",
+        "        \"The storytelling was immersive and beautifully crafted.\",\n",
+        "        \"An outstanding novel with depth and heart.\",\n",
+        "        \"A truly captivating and uplifting experience.\",\n",
+        "        \"The characters felt real and relatable.\",\n",
+        "        \"A masterpiece that exceeded my expectations.\",\n",
+        "        \"Emotionally powerful and wonderfully written.\",\n",
+        "        \"A gripping story that kept me turning pages.\",\n",
+        "        \"Incredibly well-developed plot and themes.\",\n",
+        "        \"A fantastic read that I would highly recommend.\",\n",
+        "        \"The pacing was perfect and the ending satisfying.\",\n",
+        "        \"An inspiring and thought-provoking book.\",\n",
+        "        \"Beautiful prose and compelling narrative.\",\n",
+        "        \"One of the most memorable books I've read.\",\n",
+        "        \"A rich and engaging literary journey.\",\n",
+        "        \"Heartfelt and meaningful storytelling.\",\n",
+        "        \"An exceptional piece of writing.\",\n",
+        "        \"Loved every chapter of this book.\",\n",
+        "        \"A remarkable and moving story.\",\n",
+        "        \"Creative, original, and deeply engaging.\",\n",
+        "        \"The author truly brought the story to life.\",\n",
+        "        \"An unforgettable reading experience.\",\n",
+        "        \"Deeply touching and emotionally resonant.\",\n",
+        "        \"A brilliant concept executed perfectly.\",\n",
+        "        \"The dialogue felt authentic and powerful.\",\n",
+        "        \"A must-read for fans of great storytelling.\",\n",
+        "        \"Absolutely brilliant from start to finish.\",\n",
+        "        \"A story that lingers in your mind.\",\n",
+        "        \"Engaging, emotional, and beautifully written.\",\n",
+        "        \"The plot twists were masterfully done.\",\n",
+        "        \"An inspiring and satisfying novel.\",\n",
+        "        \"Highly enjoyable and expertly crafted.\",\n",
+        "        \"The characters had incredible depth.\",\n",
+        "        \"A captivating and heartwarming story.\",\n",
+        "        \"Wonderful balance of drama and emotion.\",\n",
+        "        \"A powerful narrative with strong themes.\",\n",
+        "        \"Simply outstanding in every way.\",\n",
+        "        \"A joy to read and experience.\",\n",
+        "        \"The writing style was elegant and immersive.\",\n",
+        "        \"A thoughtful and engaging story.\",\n",
+        "        \"A beautifully structured novel.\",\n",
+        "        \"An impressive and rewarding read.\",\n",
+        "        \"Emotionally gripping and meaningful.\",\n",
+        "        \"A standout book in its genre.\",\n",
+        "        \"A delightful and compelling read.\",\n",
+        "        \"Strong storytelling and vivid imagery.\",\n",
+        "        \"A truly excellent novel.\"\n",
         "    ],\n",
         "    \"neutral\": [\n",
         "        \"An average book — not great, but not bad either.\",\n",
         "        \"Some parts really stood out, others felt a bit flat.\",\n",
         "        \"It was okay overall. A decent way to pass the time.\",\n",
+        "        \"A fairly standard and predictable story.\",\n",
+        "        \"Not particularly memorable, but not terrible.\",\n",
+        "        \"The pacing was fine, though nothing special.\",\n",
+        "        \"An acceptable read with some interesting moments.\",\n",
+        "        \"It had strengths and weaknesses throughout.\",\n",
+        "        \"A moderately engaging book.\",\n",
+        "        \"Nothing extraordinary, but readable.\",\n",
+        "        \"The concept was good, execution was average.\",\n",
+        "        \"Some chapters were better than others.\",\n",
+        "        \"A decent storyline with mixed results.\",\n",
+        "        \"Not bad, just not remarkable.\",\n",
+        "        \"An ordinary reading experience.\",\n",
+        "        \"It met expectations but didn't exceed them.\",\n",
+        "        \"Fairly typical for its genre.\",\n",
+        "        \"A simple and straightforward narrative.\",\n",
+        "        \"Reasonably enjoyable but not exciting.\",\n",
+        "        \"A serviceable and competent story.\",\n",
+        "        \"The writing was solid but unremarkable.\",\n",
+        "        \"An average addition to the genre.\",\n",
+        "        \"Entertaining enough, though forgettable.\",\n",
+        "        \"The characters were fine but lacked depth.\",\n",
+        "        \"Neither impressive nor disappointing.\",\n",
+        "        \"A balanced mix of good and weak elements.\",\n",
+        "        \"An okay book for a weekend read.\",\n",
+        "        \"Predictable but coherent storytelling.\",\n",
+        "        \"A moderately interesting concept.\",\n",
+        "        \"Some moments stood out positively.\",\n",
+        "        \"The ending was satisfactory.\",\n",
+        "        \"A fair and decent reading experience.\",\n",
+        "        \"Competent writing without surprises.\",\n",
+        "        \"It had potential but felt safe.\",\n",
+        "        \"A mild and steady narrative.\",\n",
+        "        \"Reasonably structured but not innovative.\",\n",
+        "        \"An average level of engagement.\",\n",
+        "        \"Acceptable but not particularly gripping.\",\n",
+        "        \"Not very original but readable.\",\n",
+        "        \"An overall neutral experience.\",\n",
+        "        \"A steady but unexciting plot.\",\n",
+        "        \"Moderately well-written.\",\n",
+        "        \"It had some good ideas.\",\n",
+        "        \"A fairly consistent story.\",\n",
+        "        \"Nothing too impressive or disappointing.\",\n",
+        "        \"The execution was decent.\",\n",
+        "        \"A readable yet ordinary novel.\",\n",
+        "        \"Fine but not something I'd reread.\",\n",
+        "        \"An average literary effort.\",\n",
+        "        \"Satisfactory overall.\"\n",
         "    ],\n",
         "    \"negative\": [\n",
         "        \"I struggled to get through this one — it just didn’t grab me.\",\n",
         "        \"The plot was confusing and the characters felt underdeveloped.\",\n",
         "        \"Disappointing. I had high hopes, but they weren't met.\",\n",
+        "        \"The pacing was painfully slow.\",\n",
+        "        \"I couldn't connect with the story at all.\",\n",
+        "        \"The writing style didn't work for me.\",\n",
+        "        \"Predictable and uninspired throughout.\",\n",
+        "        \"The ending was abrupt and unsatisfying.\",\n",
+        "        \"It felt disjointed and poorly structured.\",\n",
+        "        \"The characters lacked depth and realism.\",\n",
+        "        \"I found it difficult to stay interested.\",\n",
+        "        \"The dialogue felt forced and unnatural.\",\n",
+        "        \"Too many plot holes to ignore.\",\n",
+        "        \"An underwhelming reading experience.\",\n",
+        "        \"The story lacked emotional impact.\",\n",
+        "        \"Not as engaging as I expected.\",\n",
+        "        \"The narrative felt messy and unclear.\",\n",
+        "        \"I wouldn’t recommend this book.\",\n",
+        "        \"It simply failed to hold my attention.\",\n",
+        "        \"A frustrating and disappointing read.\",\n",
+        "        \"The themes were poorly developed.\",\n",
+        "        \"The plot felt repetitive and dull.\",\n",
+        "        \"I expected much more from this book.\",\n",
+        "        \"The characters were hard to relate to.\",\n",
+        "        \"It dragged on unnecessarily.\",\n",
+        "        \"A weak execution of an interesting idea.\",\n",
+        "        \"I nearly gave up halfway through.\",\n",
+        "        \"The storyline lacked coherence.\",\n",
+        "        \"Not memorable in any positive way.\",\n",
+        "        \"The writing felt flat and uninspired.\",\n",
+        "        \"The structure was confusing.\",\n",
+        "        \"It didn't live up to the description.\",\n",
+        "        \"The pacing ruined the experience.\",\n",
+        "        \"The book felt rushed at the end.\",\n",
+        "        \"I struggled to understand the direction.\",\n",
+        "        \"The development was inconsistent.\",\n",
+        "        \"A bland and forgettable novel.\",\n",
+        "        \"The plot twists were predictable.\",\n",
+        "        \"The emotional depth was missing.\",\n",
+        "        \"It felt incomplete and unsatisfying.\",\n",
+        "        \"The storytelling lacked clarity.\",\n",
+        "        \"The characters felt one-dimensional.\",\n",
+        "        \"Overall, a disappointing read.\",\n",
+        "        \"The narrative was difficult to follow.\",\n",
+        "        \"I was bored most of the time.\",\n",
+        "        \"The writing lacked polish.\",\n",
+        "        \"It failed to deliver on its promise.\",\n",
+        "        \"The story never truly engaged me.\",\n",
+        "        \"A poorly executed concept.\",\n",
+        "        \"Simply not enjoyable.\"\n",
         "    ]\n",
         "}"
       ]
@@ -672,7 +641,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 17,
+      "execution_count": null,
       "metadata": {
         "id": "l2SRc3PjuTGM"
       },
@@ -705,7 +674,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 18,
+      "execution_count": null,
       "metadata": {
         "id": "ZUKUqZsuumsp"
       },
@@ -726,24 +695,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 19,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "3946e521",
-        "outputId": "514d7bef-0488-4933-b03c-953b9e8a7f66"
+        "id": "3946e521"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "✅ Wrote synthetic_title_level_features.csv\n",
-            "✅ Wrote synthetic_monthly_revenue_series.csv\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "import numpy as np\n",
         "\n",
@@ -858,36 +814,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 20,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "xfE8NMqOurKo",
-        "outputId": "191730ba-d5e2-4df7-97d2-99feb0b704af"
+        "id": "xfE8NMqOurKo"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "                  title sentiment_label  \\\n",
-            "0  A Light in the Attic         neutral   \n",
-            "1  A Light in the Attic         neutral   \n",
-            "2  A Light in the Attic         neutral   \n",
-            "3  A Light in the Attic         neutral   \n",
-            "4  A Light in the Attic         neutral   \n",
-            "\n",
-            "                                         review_text rating  popularity_score  \n",
-            "0                Had potential that went unrealized.  Three                 3  \n",
-            "1      The themes were solid, but not well explored.  Three                 3  \n",
-            "2             It simply lacked that emotional punch.  Three                 3  \n",
-            "3  Serviceable but not something I'd go out of my...  Three                 3  \n",
-            "4                   Standard fare with some promise.  Three                 3  \n"
-          ]
-        }
-      ],
-      "source": []
+      "outputs": [],
+      "source": [
+        "df_reviews.head()"
+      ]
     }
   ],
   "metadata": {