1 files changed, 21 insertions, 20 deletions

diff --git a/stats.py.ipynb b/stats.py.ipynb
index e933a16..13b7c19 100644
--- a/stats.py.ipynb
+++ b/stats.py.ipynb
@@ -13,7 +13,7 @@
   {
    "cell_type": "code",
    "execution_count": 199,
-   "id": "inside-heart",
+   "id": "crazy-guard",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -72,7 +72,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "frozen-benchmark",
+   "id": "sporting-kentucky",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -80,7 +80,7 @@
   {
    "cell_type": "code",
    "execution_count": 141,
-   "id": "welsh-folder",
+   "id": "tested-memory",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -90,8 +90,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 270,
-   "id": "transparent-ownership",
+   "execution_count": 278,
+   "id": "miniature-serve",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -106,14 +106,15 @@
     "        \"name\": df3[p]\n",
     "    })\n",
     "    g = odf[odf[\"party\"] < 1].plot.scatter(y=\"votes\", x=\"party\")\n",
-    "    g.set_xlim(0, 1.1)\n",
+    "    g.set_xlim(0, 1)\n",
+    "    g.set_ylim(0, 1)\n",
     "    return g"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 271,
-   "id": "cosmetic-faith",
+   "execution_count": 279,
+   "id": "continental-alpha",
    "metadata": {},
    "outputs": [
     {
@@ -122,13 +123,13 @@
        "<AxesSubplot:xlabel='party', ylabel='votes'>"
       ]
      },
-     "execution_count": 271,
+     "execution_count": 279,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -145,8 +146,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 272,
-   "id": "studied-cosmetic",
+   "execution_count": 280,
+   "id": "divine-memorial",
    "metadata": {},
    "outputs": [
     {
@@ -155,13 +156,13 @@
        "<AxesSubplot:xlabel='party', ylabel='votes'>"
       ]
      },
-     "execution_count": 272,
+     "execution_count": 280,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -178,8 +179,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 273,
-   "id": "contained-range",
+   "execution_count": 281,
+   "id": "universal-headset",
    "metadata": {},
    "outputs": [
     {
@@ -188,13 +189,13 @@
        "<AxesSubplot:xlabel='party', ylabel='votes'>"
       ]
      },
-     "execution_count": 273,
+     "execution_count": 281,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -212,7 +213,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "complimentary-election",
+   "id": "documentary-radar",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -220,7 +221,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "posted-determination",
+   "id": "combined-affiliation",
    "metadata": {},
    "outputs": [],
    "source": []