From 3909c51ed5f8e373f7e96dd246d0e12e059b88c4 Mon Sep 17 00:00:00 2001
From: Boje Deforce <72612139+B-Deforce@users.noreply.github.com>
Date: Thu, 17 Oct 2024 15:17:46 +0200
Subject: [PATCH] Small doc fixes

---
 docs/examples/azcausal.ipynb     |  6 ++----
 docs/examples/basic.ipynb        |  8 +++-----
 docs/examples/placebo_test.ipynb | 16 ----------------
 3 files changed, 5 insertions(+), 25 deletions(-)

diff --git a/docs/examples/azcausal.ipynb b/docs/examples/azcausal.ipynb
index 2ace44a..b7f8a02 100644
--- a/docs/examples/azcausal.ipynb
+++ b/docs/examples/azcausal.ipynb
@@ -169,11 +169,9 @@
   {
    "cell_type": "markdown",
    "id": "9",
-   "metadata": {
-    "title": "As before, we may now go about estimating the treatment. However, this"
-   },
+   "metadata": {},
    "source": [
-    "time we see that the delta between the estaimted and true effect is much larger than\n",
+    "As before, we may now go about estimating the treatment. However, this time we see that the delta between the estimated and true effect is much larger than\n",
     "before."
    ]
   },
diff --git a/docs/examples/basic.ipynb b/docs/examples/basic.ipynb
index 97b01ea..7cc23ec 100644
--- a/docs/examples/basic.ipynb
+++ b/docs/examples/basic.ipynb
@@ -54,11 +54,9 @@
   {
    "cell_type": "markdown",
    "id": "3",
-   "metadata": {
-    "title": "Simulating a dataset is as simple as specifying a `Config` object and"
-   },
+   "metadata": {},
    "source": [
-    "then invoking the `simulate` function. Once simulated, we may visualise the data\n",
+    "Simulating a dataset is as simple as specifying a `Config` object and then invoking the `simulate` function. Once simulated, we may visualise the data\n",
     "through the `plot` function."
    ]
   },
@@ -321,7 +319,7 @@
     "variation. In a follow-up notebook, we show how these datasets may be integrated with\n",
     "Amazon's own AZCausal library to compare the effect estimated by a model with the true\n",
     "effect of the underlying data generating process. A link to this notebook is\n",
-    "[here](http://localhost:9998/causal-validation/examples/azcausal/)."
+    "[here](https://amazon-science.github.io/causal-validation/examples/azcausal/)."
    ]
   }
  ],
diff --git a/docs/examples/placebo_test.ipynb b/docs/examples/placebo_test.ipynb
index e784193..511008e 100644
--- a/docs/examples/placebo_test.ipynb
+++ b/docs/examples/placebo_test.ipynb
@@ -207,22 +207,6 @@
     "datasets = DatasetContainer([data, complex_data], names=[\"Simple\", \"Complex\"])\n",
     "PlaceboTest([model, did_model], datasets).execute().summary()"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "14",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "15",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {