1 files changed, 47 insertions, 39 deletions
diff --git a/stats.py.ipynb b/stats.py.ipynb
index 41d2ff1..023a5a6 100644
--- a/stats.py.ipynb
+++ b/stats.py.ipynb
@@ -13,7 +13,7 @@
   {
    "cell_type": "code",
    "execution_count": 199,
-   "id": "automatic-missile",
+   "id": "norman-frequency",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -72,26 +72,26 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "compliant-bacteria",
+   "id": "wicked-manitoba",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
-   "id": "local-manhattan",
+   "execution_count": 296,
+   "id": "finite-acoustic",
    "metadata": {},
    "outputs": [],
    "source": [
-    "df2 = dfs[2].sort_values(by=['בזב'], ascending=False)[:50]\n",
-    "df3 = dfs[3].sort_values(by=['בזב'], ascending=False)[:50]"
+    "df2 = dfs[2].sort_values(by=['בזב'], ascending=False)[:100]\n",
+    "df3 = dfs[3].sort_values(by=['בזב'], ascending=False)[:100]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 286,
-   "id": "living-matrix",
+   "execution_count": 337,
+   "id": "distant-festival",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -105,16 +105,16 @@
     "        \"party\": df2[p] / df2[\"מצביעים\"],\n",
     "        \"name\": df3[p]\n",
     "    })\n",
-    "    g = odf[odf[\"party\"] < 1].plot.scatter(y=\"votes\", x=\"party\")\n",
+    "    g = odf[(odf[\"party\"] > 0.05) & (odf[\"party\"] < 1)].plot.scatter(y=\"votes\", x=\"party\")\n",
     "    g.set_xlim(0, 1)\n",
-    "    g.set_ylim(0, 1)\n",
+    "    g.set_ylim(0.5, 1)\n",
     "    return g"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 287,
-   "id": "negative-marker",
+   "execution_count": 338,
+   "id": "piano-reconstruction",
    "metadata": {},
    "outputs": [
     {
@@ -123,13 +123,13 @@
        "<AxesSubplot:xlabel='party', ylabel='votes'>"
       ]
      },
-     "execution_count": 287,
+     "execution_count": 338,
      "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>"
       ]
@@ -146,8 +146,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 288,
-   "id": "controlled-chorus",
+   "execution_count": 339,
+   "id": "oriental-yield",
    "metadata": {},
    "outputs": [
     {
@@ -156,13 +156,13 @@
        "<AxesSubplot:xlabel='party', ylabel='votes'>"
       ]
      },
-     "execution_count": 288,
+     "execution_count": 339,
      "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>"
       ]
@@ -179,8 +179,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 289,
-   "id": "vertical-affiliate",
+   "execution_count": 340,
+   "id": "removable-manual",
    "metadata": {},
    "outputs": [
     {
@@ -189,13 +189,13 @@
        "<AxesSubplot:xlabel='party', ylabel='votes'>"
       ]
      },
-     "execution_count": 289,
+     "execution_count": 340,
      "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>"
       ]
@@ -212,8 +212,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 290,
-   "id": "sized-singer",
+   "execution_count": 341,
+   "id": "right-value",
    "metadata": {},
    "outputs": [
     {
@@ -222,13 +222,13 @@
        "<AxesSubplot:xlabel='party', ylabel='votes'>"
       ]
      },
-     "execution_count": 290,
+     "execution_count": 341,
      "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>"
       ]
@@ -245,8 +245,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 293,
-   "id": "resistant-custom",
+   "execution_count": 342,
+   "id": "czech-romania",
    "metadata": {},
    "outputs": [
     {
@@ -255,13 +255,13 @@
        "<AxesSubplot:xlabel='party', ylabel='votes'>"
       ]
      },
-     "execution_count": 293,
+     "execution_count": 342,
      "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>"
       ]
@@ -278,8 +278,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 294,
-   "id": "international-rescue",
+   "execution_count": 343,
+   "id": "fuzzy-evans",
    "metadata": {},
    "outputs": [
     {
@@ -288,13 +288,13 @@
        "<AxesSubplot:xlabel='party', ylabel='votes'>"
       ]
      },
-     "execution_count": 294,
+     "execution_count": 343,
      "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>"
       ]
@@ -311,8 +311,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 295,
-   "id": "temporal-falls",
+   "execution_count": 344,
+   "id": "geographic-australia",
    "metadata": {},
    "outputs": [
     {
@@ -321,13 +321,13 @@
        "<AxesSubplot:xlabel='party', ylabel='votes'>"
       ]
      },
-     "execution_count": 295,
+     "execution_count": 344,
      "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>"
       ]
@@ -345,7 +345,15 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "martial-remedy",
+   "id": "acquired-clear",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "marked-calgary",
    "metadata": {},
    "outputs": [],
    "source": []