Correct Readme

1 files changed, 6 insertions, 5 deletions

diff --git a/README.md b/README.md
index 830765c..5263ad7 100644
--- a/README.md
+++ b/README.md
@@ -8,15 +8,16 @@
 - `simulation/`
     - Contains the simulator source code and script to run the experiments from the paper.
 - `slides_recap/`
-    - Just backup slides. Nothing interresting.
+    - Just backup slides. Nothing interesting.
 
 ## Experiments
 
 ### In-situ
 
-Simulations are carried using previous CCGrid2022 date in the file `analysis/in-situ.R`.
-The idea is to use a single policy each day (round-robin) until model performance reaches 89%.
-For that, a day correspond to a single simulation from CCGrid2022 with a particular policy.
+Simulations are carried using previous CCGrid2022 data.
+These simulations are done in the file `analysis/in-situ.R`.
+The idea is to use a single policy each day (round-robin) until the model performance reaches 80%.
+For that, a day corresponds to a single simulation result from CCGrid2022 with a particular policy.
 Since we have 200 runs per policy from CCGrid2022, a single run result can be cherry-pick to simulate one day.
 
 ### Offline
@@ -24,6 +25,6 @@ Since we have 200 runs per policy from CCGrid2022, a single run result can be ch
 First, models are trained and predictions are generated.
 This is done in `analysis/offline.R`.
 Predictions are stored in `analysis/inputs/input_*.csv`.
-Then simulation are executed with those policies predictions as inputs.
+Then, simulations are executed with those policy predictions as inputs.
 This is done in `simulations/results/paper.sh`.