fix import, refactor data read

main.ipynb

@@ -24,7 +24,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 1,
       "metadata": {
         "id": "QL-rZBqhwSmB"
       },
@@ -42,11 +42,11 @@
         "from sklearn.metrics import r2_score, mean_squared_error\n",
         "\n",
         "# istg lib devs love lazy import while users cry in pain for no ide support\n",
-        "from keras.callbacks import ReduceLROnPlateau\n",
+        "from tensorflow.keras.callbacks import ReduceLROnPlateau\n",
-        "from keras.preprocessing.sequence import TimeseriesGenerator\n",
+        "from tensorflow.keras.preprocessing.sequence import TimeseriesGenerator\n",
-        "from keras.layers import Dense, LSTM, Dropout\n",
+        "from tensorflow.keras.layers import Dense, LSTM, Dropout\n",
-        "from keras.models import Sequential\n",
+        "from tensorflow.keras.models import Sequential\n",
-        "from keras.optimizers import Adam # where? dear chatgpt, where is this used?"
+        "from tensorflow.keras.optimizers import Adam # where? dear chatgpt, where is this used?"
       ]
     },
     {
@@ -137,16 +137,17 @@
         }
       ],
       "source": [
+        "# data_file = \"hanoi_qv2m_latest.csv\"\n",
+        "data_file = \"dataset.csv\"\n",
+        "\n",
         "data = pd.read_csv(\n",
-        "    \"dataset.csv\",\n",
+        "    data_file,\n",
-        "    header=None,\n",
+        "    skiprows=9,\n",
         "    sep=\",\",\n",
-        "    skiprows=10,\n",
         "    na_values=\"-999\",\n",
-        "    names=[\"Year\", \"Month\", \"Day\", \"Humidity\"],\n",
         ")\n",
         "\n",
-        "\n",
+        "data.columns = [\"Year\", \"Month\", \"Day\", \"Humidity\"]\n",
         "\n",
         "data[\"Date\"] = pd.to_datetime(data[[\"Year\", \"Month\", \"Day\"]])\n",
         "\n",
@@ -1138,7 +1139,7 @@
       "provenance": []
     },
     "kernelspec": {
-      "display_name": "Python 3",
+      "display_name": ".venv",
       "language": "python",
       "name": "python3"
     },
@@ -1152,7 +1153,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.9.18"
+      "version": "3.10.9"
     }
   },
   "nbformat": 4,