diff --git a/module3/exo1/influenza-like-illness-analysis.ipynb b/module3/exo1/influenza-like-illness-analysis.ipynb
index 44b26bfb9ce62d5f7e53f356651ac0ef6073e642..959955ee39d3ad4efc8bc4f2aaa257c9e0d0a634 100644
--- a/module3/exo1/influenza-like-illness-analysis.ipynb
+++ b/module3/exo1/influenza-like-illness-analysis.ipynb
@@ -1042,7 +1042,7 @@
     }
    ],
    "source": [
-    "raw_data = pd.read_csv(data_url, skiprows=1)\n",
+    "raw_data = pd.read_csv(data_file, skiprows=1)\n",
     "raw_data"
    ]
   },
@@ -2216,7 +2216,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f79659e5ef0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f31541de978>"
       ]
      },
      "execution_count": 9,
@@ -2255,7 +2255,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f796388b2b0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f31520451d0>"
       ]
      },
      "execution_count": 10,
@@ -2357,7 +2357,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f79637df780>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3151fd0f98>"
       ]
      },
      "execution_count": 13,
@@ -2460,7 +2460,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7963732208>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3151f2de48>"
       ]
      },
      "execution_count": 15,