diff --git a/src/6xxx-circle-bar.png b/data/6xxx-circle-bar.png
similarity index 100%
rename from src/6xxx-circle-bar.png
rename to data/6xxx-circle-bar.png
diff --git a/src/6xxx-operator-bar.png b/data/6xxx-operator-bar.png
similarity index 100%
rename from src/6xxx-operator-bar.png
rename to data/6xxx-operator-bar.png
diff --git a/src/7xxx-circle-bar.png b/data/7xxx-circle-bar.png
similarity index 100%
rename from src/7xxx-circle-bar.png
rename to data/7xxx-circle-bar.png
diff --git a/src/7xxx-operator-bar.png b/data/7xxx-operator-bar.png
similarity index 100%
rename from src/7xxx-operator-bar.png
rename to data/7xxx-operator-bar.png
diff --git a/src/8xxx-circle-bar.png b/data/8xxx-circle-bar.png
similarity index 100%
rename from src/8xxx-circle-bar.png
rename to data/8xxx-circle-bar.png
diff --git a/src/8xxx-operator-bar.png b/data/8xxx-operator-bar.png
similarity index 100%
rename from src/8xxx-operator-bar.png
rename to data/8xxx-operator-bar.png
diff --git a/src/9xxx-circle-bar.png b/data/9xxx-circle-bar.png
similarity index 100%
rename from src/9xxx-circle-bar.png
rename to data/9xxx-circle-bar.png
diff --git a/src/9xxx-operator-bar.png b/data/9xxx-operator-bar.png
similarity index 100%
rename from src/9xxx-operator-bar.png
rename to data/9xxx-operator-bar.png
diff --git a/src/analysis.ipynb b/src/analysis.ipynb
index dd64b5d..59c5165 100644
--- a/src/analysis.ipynb
+++ b/src/analysis.ipynb
@@ -28,7 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 3,
    "id": "18c71147",
    "metadata": {},
    "outputs": [],
@@ -39,7 +39,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 7,
    "id": "cac1d855-56ab-41aa-b41d-e009da0c3384",
    "metadata": {},
    "outputs": [],
@@ -56,13 +56,13 @@
     "        return 1\n",
     "    data = data[target_column].value_counts().plot(kind=kind, title=f\"Mobile Numbers Starting from {prefix} By {target_column}\")\n",
     "    plt.ylabel(\"Prefix Count\")\n",
-    "    filename = prefix + \"-\" + target_column + \"-\" + kind #.png will be added automatically \n",
+    "    filename = \"../data/\" + prefix + \"-\" + target_column + \"-\" + kind #.png will be added automatically \n",
     "    plt.savefig(filename)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 8,
    "id": "4bbf429f-2aaa-4676-aca7-c6b6455d05f4",
    "metadata": {},
    "outputs": [
@@ -98,20 +98,20 @@
    "id": "686ebc2b-099a-427a-b6a6-a4355773b7ad",
    "metadata": {},
    "source": [
-    "[!img](9xxx-circle-bar.png)\n",
+    "[!img](../data/9xxx-circle-bar.png)\n",
     "\n",
-    "![img](9xxx-operator-bar.png)\n",
+    "![img](../data/9xxx-operator-bar.png)\n",
     "\n",
-    "![img](8xxx-circle-bar.png)\n",
-    "![img](8xxx-operator-bar.png)\n",
+    "![img](../data/8xxx-circle-bar.png)\n",
+    "![img](../data/8xxx-operator-bar.png)\n",
     "\n",
-    "![img](7xxx-operator-bar.png)\n",
-    "[!img](7xxx-circle-bar.png)\n",
+    "![img](../data/7xxx-operator-bar.png)\n",
+    "[!img](../data/7xxx-circle-bar.png)\n",
     "\n",
     "\n",
     "\n",
-    "![img](6xxx-operator-bar.png)\n",
-    "[!img](6xxx-circle-bar.png)\n",
+    "![img](../data/6xxx-operator-bar.png)\n",
+    "[!img](../data/6xxx-circle-bar.png)\n",
     "\n",
     "\n"
    ]