I have made my submissions for the kaggle competition, i will run the

notebooks again tomorrow once the tournament data is all set. This repo
is done, and the only thing I might modify tomorrow is the kaggle
notebook for submission which is not in this repo

data/AllSuperDetailedGames.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3ec95fd20de671096891e8426969303b879e0720e52e6da3dc55a0369ba98787
-size 1046244854
+oid sha256:7bff12fcd0ad9e6565ebaaa201e6bef0c4a172b8dc08de36a7cc75afc4953445
+size 1046229517

data/AllTeamsAgg.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bdbaeb6c905ad5f6480ffe9acb3ebb75ffe8905954826574410c0d8c94a12826
+oid sha256:09bd0d151e41cb71142dafa980ef0c5086f5731c8ea61d97f12610376f16a9f4
 size 31040659

src/nn.ipynb

@@ -52,6 +52,18 @@
     "detailed_games_df.info()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# join with 538 ratings\n",
+    "detailed_games_df = detailed_games_df.merge(\n",
+    "    right=pd.read_csv(os.path.join(DATA_DIR, \"538\"))\n",
+    ")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -410,6 +422,20 @@
     "# save it because it is better than womens baseline model\n",
     "torch.save(wmns_nigl10k, os.path.join(MODEL_DIR, \"Wnn10k.pth\"))"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Final Predictions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {

src/pre_processing.ipynb

@@ -2441,7 +2441,7 @@
    ],
    "source": [
     "super_detailed_games_df[\"ChalkSeedDiff\"] = (\n",
-    "    super_detailed_games_df[\"ChalkSeed\"] - super_detailed_games_df[\"OppChalkSeed\"]\n",
+    "    super_detailed_games_df[\"OppChalkSeed\"] - super_detailed_games_df[\"ChalkSeed\"]\n",
     ")"
    ]
   },