changed readme

example.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,14 +38,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Home team win probability: 0.65\n"
+      "Home team win probability: 0.55\n"
      ]
     },
     {
@@ -54,13 +54,13 @@
        "<BarContainer object of 40 artists>"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]