diff --git a/pomelovsd/DataStruct/BinaryTree.py b/pomelovsd/DataStruct/BinaryTree.py
index 9d505ec..067ee22 100644
--- a/pomelovsd/DataStruct/BinaryTree.py
+++ b/pomelovsd/DataStruct/BinaryTree.py
@@ -34,7 +34,6 @@ def bst_find(root, name):
 def bst_delete(root, name):
     if root is None:
         return None
-
     if name < root["name"]: 
         root["left"] = bst_delete(root["left"], name)
     elif name > root["name"]: 
diff --git a/pomelovsd/DataStruct/analysis.png b/pomelovsd/DataStruct/analysis.png
index 66b637f..5ab2855 100644
Binary files a/pomelovsd/DataStruct/analysis.png and b/pomelovsd/DataStruct/analysis.png differ
diff --git a/pomelovsd/DataStruct/analysis_midle.png b/pomelovsd/DataStruct/analysis_midle.png
new file mode 100644
index 0000000..7c82df3
Binary files /dev/null and b/pomelovsd/DataStruct/analysis_midle.png differ
diff --git a/pomelovsd/DataStruct/data_structures.ipynb b/pomelovsd/DataStruct/data_structures.ipynb
index 5ba5fc8..e47d141 100644
--- a/pomelovsd/DataStruct/data_structures.ipynb
+++ b/pomelovsd/DataStruct/data_structures.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": 23,
    "id": "c533959c",
    "metadata": {},
    "outputs": [],
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 24,
    "id": "88611f78",
    "metadata": {},
    "outputs": [],
@@ -60,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 25,
    "id": "11634fa4",
    "metadata": {},
    "outputs": [],
@@ -92,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 26,
    "id": "9eab4641",
    "metadata": {},
    "outputs": [],
@@ -123,7 +123,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 27,
    "id": "aac6cd23",
    "metadata": {},
    "outputs": [],
@@ -155,7 +155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 28,
    "id": "5e5ae537",
    "metadata": {},
    "outputs": [],
@@ -186,21 +186,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 29,
    "id": "6cdf8a70",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[0.036851685003057355,\n",
-       " 0.03824450399770285,\n",
-       " 0.03843940600199858,\n",
-       " 0.028395101999194594,\n",
-       " 0.034785898998961784]"
+       "[0.04597238700080197,\n",
+       " 0.0345118730001559,\n",
+       " 0.04677163999804179,\n",
+       " 0.0356504750016029,\n",
+       " 0.033157756999571575]"
       ]
      },
-     "execution_count": 112,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -232,21 +232,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 30,
    "id": "575e375c",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[0.04971757499879459,\n",
-       " 0.02925056100139045,\n",
-       " 0.027353375000529923,\n",
-       " 0.05481464200056507,\n",
-       " 0.05585349399916595]"
+       "[0.03482511599941063,\n",
+       " 0.02823204100059229,\n",
+       " 0.029369250001764158,\n",
+       " 0.01980331899903831,\n",
+       " 0.030789607000770047]"
       ]
      },
-     "execution_count": 113,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -288,7 +288,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 31,
    "id": "939aa900",
    "metadata": {},
    "outputs": [],
@@ -320,7 +320,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 32,
    "id": "d17b8108",
    "metadata": {},
    "outputs": [],
@@ -331,6 +331,7 @@
     "    head = None\n",
     "    data_bt_so = []\n",
     "    start = time.perf_counter()\n",
+    "    #head = bt.bst_insert(head, records_sorted[i][0],records_sorted[i][1])\n",
     "    head = bt.bst_insert_sort(records_sorted, 0, len(records_sorted) - 1)\n",
     "    data_bt_so.append(head)\n",
     "    end = time.perf_counter()\n",
@@ -350,7 +351,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 33,
    "id": "4352b11d",
    "metadata": {},
    "outputs": [],
@@ -382,7 +383,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 34,
    "id": "7941e689",
    "metadata": {},
    "outputs": [],
@@ -413,7 +414,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
+   "execution_count": 35,
    "id": "4043a9dc",
    "metadata": {},
    "outputs": [],
@@ -443,7 +444,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 36,
    "id": "7ab6136c",
    "metadata": {},
    "outputs": [],
@@ -483,14 +484,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": 37,
    "id": "cb1788d1",
    "metadata": {},
    "outputs": [],
    "source": [
     "time_ht_insert_sh = [] \n",
     "for n in range(5):\n",
-    "    buckets = ht.create_ht(size = N)\n",
+    "    buckets = ht.create_ht(size = N * 4)\n",
     "    data_ht_sh = []\n",
     "    start = time.perf_counter()\n",
     "    for i in range(N):\n",
@@ -513,14 +514,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 38,
    "id": "4cb524e4",
    "metadata": {},
    "outputs": [],
    "source": [
     "time_ht_insert_so = [] \n",
     "for n in range(5):\n",
-    "    buckets = ht.create_ht(size = N)\n",
+    "    buckets = ht.create_ht(size = N * 4)\n",
     "    data_ht_so = []\n",
     "    start = time.perf_counter()\n",
     "    for i in range(N):\n",
@@ -542,7 +543,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 39,
    "id": "45cec102",
    "metadata": {},
    "outputs": [],
@@ -574,7 +575,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 40,
    "id": "19e7a19a",
    "metadata": {},
    "outputs": [],
@@ -605,7 +606,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 41,
    "id": "90a9613d",
    "metadata": {},
    "outputs": [],
@@ -634,7 +635,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
+   "execution_count": 42,
    "id": "dfe01fe5",
    "metadata": {},
    "outputs": [],
@@ -663,7 +664,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 126,
+   "execution_count": 43,
    "id": "ce249772",
    "metadata": {},
    "outputs": [],
@@ -705,13 +706,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 127,
+   "execution_count": 44,
    "id": "d06c4bb0",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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j9OjR9nfQ//PKK68YISEhltd9+/Y1OnXqZHmdXd/msS5btsyy/saNG0a1atWMsWPHZtrvoEGDjC5dutjtNz093Zg5c6bh6+tr/Pvvv5Y6ycnJhiTjq6++MgzDMI4dO2ZIMuLi4gzDMIzevXsbzz//vFU/27dvNwoVKmRpJyAgwJg1a5ZVnVu3OePx/v77742SJUsaQ4cOtTpO/v7+xieffGLVzuTJk42mTZtmus24+65cuWK4ubkZy5cvt5SlpKQY5cuXN6ZNm2ZV1/z7cuzYMavy0aNHG4GBgUZKSordPsqXL2+88cYbVmUNGzY0Bg0aZNXuW2+9ZVmfmppqVKhQwZg6dapDY7j1b75Zs2bG5MmTrc5PjvQzZswYo0aNGlbnynnz5hne3t7GjRs3DMOw/v1OTU01hg0bZtSoUcPutpsFBQUZ77zzjuV1Tv+OzG4932W3bxctWmSzPcnJyUbhwoWNDRs2ZDnmJk2aGCNGjMh0zNn1PWHCBMPFxcU4fvy4Zf3x48cNFxcXY9OmTZn2m9W++vfff42nnnrKiIiIsHrPhg0bDEnGlStXDMMwjMWLFxu+vr6W9dmdb249F2a2zRl/n1599VWjZcuWVsfpTj5LAGSvoMezt57bMoqLi7P6fMxYNyUlxahatarlc/HWc11G2X0+ORI3OPKZ/O677xpFixY1Lly4YHcc5v1x/Phxo0KFCpxDkSXi2fs7nr31PRnNmjXLCAgIsFv38OHDhpeXlzF+/PhMz42G4Vict3HjRsPFxcWIj4+3rD948KAhyfjxxx9txn3hwgWjePHiluNjPmY9e/Y0Hn744UzHYt4f33zzjeHl5WV8+eWXmdYFcHcV9Dgyt66LBgUFWX3Ode7c2ejXr59VnW+//TbL/9ftmTZtmhEcHGxVdvjwYUOS8csvv9jdxrCwMOPNN9+0es+yZcuMcuXKWV7bO1a3HpuMnw8ffvihUaNGDePpp5+2ioc9PT2NnTt3WrXTv39/o2fPnlluF/If4sj7O47MjeuiZ86cMVxcXIxdu3YZhnHz96F06dLGkiVLrOpllxOyp127dsbw4cOtyt59912jVKlSdrfRkfONI59Nt8bDffr0Mfr37291HL777jvDx8fHuH79ulU7VapUMd59990st+t+wJ3iBVSTJk2sptdp2rSpjhw5YvnWclxcnDp16qSAgAAVLVpUzZs3lySbb/FUqFBB3t7elsWeCxcuZPncwkOHDunhhx+2Knv44Yd16NAhq7KHHnpIxYoV0/fff68tW7bIx8dHDRo0sGnv559/thpT27ZtHerPvP379u2zPNs7Yzvbtm2zmhbjbm5rxn0vSWFhYZafCxUqpNDQUP3666+WsoULFyokJESlS5eWt7e33n//fZtj89VXX8nb21seHh4aP368PvzwQ6s7tJOSkiRJXl5edse6d+9eLVmyxGofREREKD09XceOHbPUGzVqlFWd5cuX223PMAwNHz5cEyZMkK+vr6X83LlzOnnypPr372/Vzuuvv57t/sbddfToUaWmplr9jrq5ualRo0Y2f4+Z2b9/v8LCwuTm5mazLikpSWfOnHHo7z3jN6ddXV0VEhLi8Bgy+vzzz/Xnn3/afLPOkX4OHTqkpk2bWp0rH374YV25csVq2u/58+fL29tbhQsX1rJly6ymBrt69apefvllBQUFqVixYvL29tZvv/1m8/fqyN+RuR/z8uabb1rWObJv9+7dqz/++ENFixa1tFGiRAldv379js5tjh5Xf39/BQQEWF4HBASoQoUKlnNbTveVl5eXfvzxR82ZM8dmPIUKFbL6hqNZTs43oaGhVnUy+xbrmTNnNHPmTJvplO7kswSAYwpyPCvdnM7M29tbRYsWVZUqVRQVFaXr169nOkZJmjdvnnx9ffX0009nWc8ROY0bMvtM3r9/vx566CGVKFEi074uXryoxx57TKdOnVJERMQdjx3Oi3j2/o1nzcz/xxYrVkx16tTRvHnzst1HL7/8sl544QVVrlw527rZOXTokPz9/a3utDJvu73jN2nSJLVo0UKPPPKIVbn5TvGs7N69W126dFHhwoXVpEmTOx47AMcV5Dgyt66LDhgwwHJH5dmzZ/X111/rueees9kXLi4uKlKkSKbtfPbZZ3rkkUfk5+cnb29vjR8/3ma/O3JNc9KkSVbjN9/Neu3aNUu9nj17WtXZvn273fauXbumcePGafr06XJ1dbWU//rrr7p+/bpatWpl1c7SpUv5v/8+RBx5/8aRuXVdtFy5cnr88cct2/TVV1/p+vXreuqpp6zqZXeev3Hjht544w3VrVtXJUuWlLe3tzZu3Gj33JbZeS0n5xtHPpukm9cu165dq8mTJ1uV7927V1euXLGM1bwcO3bMKc5trtlXQUFz9epVtW7dWq1bt9bHH3+s0qVLKz4+XhERETZTSWzfvl1Fixa1vK5WrZpNe3/++adVkteejCdX6WYC9dYySXr++ef1/vvvyzAMDRw40G5bNWrU0Lp16yyvd+3apWeeeSbLto0Mzw1KT0+Xi4uL9u7dKxcXF6t6WZ1EpJvbmvE5Z7fKru/ixYtLst0fGcs+/fRTDRs2TG+//baaNm2qokWLavr06TbTbbRo0UILFixQWlqavv/+e/Xt21e1atVSrVq1JN1M5EhS+fLl7Y41PT1dL7zwgqKiomzWVaxY0fLzyJEjraaQGjVqlN0p4ZYuXaqrV68qMjLSaroi89SY77//vho3bmz1nlv3P3KX+XfR0b9He+wlIm91u+07Ogaz1NRUvfzyy3rjjTccGtet/WT195qx/Omnn9bYsWOVnJysTz/9VJ07d9bBgwdVunRpjRw5Uhs2bNCMGTNUtWpVFS5cWF27drU5lzryd2Tux2zOnDn673//a3fsGcdrLktPT1dwcLDdwDKrKdfS0tJ08uTJLM9t2fVdvHjxTI+fuTyn++ratWuaO3euOnbsqAMHDsjDw0PSzXNb2bJlVaiQ7ff+cnK+WbVqleV8KclyEeRWY8eO1VNPPWXz3LY7+SwBcOecPZ6Vbk4tab5o+fvvv+u5556Tr6+vunTpYrfNf/75R5MnT9aaNWty/JlqT07ihqw+kx35jD5x4oR69eqlp59+Ws8995x++umnTC8WoGAjnrXu536MZzP+H/vdd98pKipKNWvWzHRbt23bpu3bt2vx4sX64osvHNg7WcvsWNorP3LkiD744APt37/f6uKw5Njv0c6dOzV//nx99tlnGjx4sFauXHlngwdwVzh7HJlb10X79OmjV155RbGxsYqNjVWlSpVstvvPP/9UQEBApp+H//vf/9SjRw+99tprioiIkK+vr1auXGnzzPMzZ86oUKFC8vPzs9tOenq6XnvtNT355JM26zLeMDRr1iw99thjlteZfXF0+vTpqlGjhjp06GA1Vbv5GsPXX3+tBx54wOo95msUuH8QR1r3cz/GkblxXXTAgAHq3bu3Zs2apcWLF6t79+42X+zJLif09ttva9asWYqJiVGdOnXk5eWloUOH2uyHM2fOZJmrkRw73zjy2SRJw4cP14gRI1SuXDmbvsqVK2fzjHlJKlasmN227ifcKV5A/e9//7N5Xa1aNbm4uOi3337T+fPn9dZbbyksLEw1a9a0eT6WWWBgoKpWrWpZbnXq1Klsg79atWppx44dVmU7d+60SkaY9erVS5s3b9bmzZvVq1cvu+25u7tbjenWk0RQUJDd/qpXry4XFxc99NBDunHjhs6ePWvVTtWqVTMNtqSbz4b48ccfs9zW7PquUqWKXF1dreqkp6dr586dCgoKknTzpBYaGqpBgwbpoYceUtWqVe1+Q8fLy0tVq1ZVzZo1NWjQIJUtW1br16+3rN+9e7d8fHxsnn9h1qBBAx08eNBmH1StWlXu7u6WeqVKlbJal/GEa3bt2jWNHTtWU6dOtfmmXNmyZfXAAw/ozz//tOknMDAw032Ju898bDP+/qWmpmrPnj12/x7tqVu3rrZv367U1FSbdT4+PipfvrxDf+8Zz1FpaWnau3dvlhfD7FmwYIG8vb3Vu3fvTOtk1U9QUJB27txp9c/hzp07VbRoUavziq+vr6pWraoHH3xQEydO1MWLFy1B2fbt29WvXz898cQTqlOnjvz8/HT8+HGbcTjyd2Tux7xkvKPOkX3boEEDHTlyRGXKlLH5W8s4e8Otdu3apevXr9vc/ZKTvmvWrKn4+HidPHnSsv7EiRM6deqU1bktJ/uqbt26evXVV3X48GH98ssvlvW7d+/WQw89ZHesOTnf+Pv7W63P+G1ws/379+uzzz6zeZ6SpNv+LAHguIIcz0o3ZxOqWrWqqlWrpscff1wdOnRQXFxcpmOcPHmywsLCFB4enmmdnMhJ3JDVZ3LdunW1f//+LJ9NFhgYqI8++kjjxo2Tr6+vXnnllbuyDXA+xLP3bzxrlvH/2BdffFGBgYGZntvMs5GNHz/e8gXzOxUUFGQTt/7666+6dOmSzTEeNWqUBgwYYPezo27duvruu++y7Kt37976z3/+o0WLFunrr7+2eSYugNxTkOPI3LouWrJkSXXu3FmLFy/W4sWL9eyzz9rU2bZtW5b74ocfflBAQIDGjh2rkJAQVatWTSdOnLCpt3v3btWsWdMqwZ1RgwYNdPjwYbvXNDN+gd7Pz89qnb3EYUJCguU5xbcKCgqSh4eH4uPjbfqx92xn5G/EkfdvHJmb10XbtWsnLy8vLViwQN98843NDBiO5IS2b9+uTp066ZlnnlG9evVUuXJlm+fIS1lf08zJ+Sa7zyZJWrdunX7//XeNGDHCZl2DBg2UmJgoV1dXm75KlSqV6XbeL7hTvIA6efKkoqOj9cILL2jfvn165513LN+6q1ixotzd3fXOO+8oMjJSv/zyi80UCo74559/NGrUKFWoUEHVq1dXYmKiJCklJUXXrl3TlStX5O3trZEjR6pbt25q0KCBWrZsqS+//FJr1qzR5s2bbdr09vbWwoULlZ6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dKrFBAQAAwHmRBwEAAOAsyKYAAACwh8OT4jVq1JDJZJIkGYahNm3amP9fUA4AAICKizwIAAAAZ0E2BQAAgD0cnhT/8ssvS2McAAAAKCfIgwAAAHAWZFMAAADYw+FJ8eDgYAUFBfFJSwAAgEqKPAgAAABnQTYFAACAPao4ukJwcLB+//330hgLAAAAygHyIAAAAJwF2RQAAAD2cHhS3DCM0hgHAAAAygnyIAAAAJwF2RQAAAD2cPj26ZJ08uRJXbp0yeZzDRo0uKYBAQAAwPmRBwEAAOAsyKYAAAC4mmJNirdr186qzDAMmUwm5eXlXfOgAAAA4NzIgwAAAHAWZFMAAABcTbEmxXfv3q3atWuX9FgAAABQTpAHAQAA4CzIpgAAALgahyfFTSaTGjRooDp16pTGeAAAAODkyIMAAABwFmRTAAAA2KOKoysYhlEa4wAAAEA5QR4EAACAsyCbAgAAwB4OT4ofPXpU/v7+pTEWAAAAlAPkQQAAADgLsikAAADs4fDt0xs2bKg///xTS5cu1eHDh2UymRQSEqLBgwfL19e3NMYIAAAAJ0IeBAAAgLMgmwIAAMAeDl8pvmfPHjVp0kTz5s3TH3/8odOnT2vevHlq0qSJ9u3bVxpjBAAAgBMp6TyYmJio4OBgeXp6KiwsTNu3by+y/rZt2xQWFiZPT081btxYixcvtqqzdu1ahYaGysPDQ6GhoVq/fr3D/a5bt07R0dHy9/eXyWTS/v37rdro0qWLTCaTxdK/f3/HdgAAAACKjXOVAAAAsIfDk+KjRo1Sr169dOzYMa1bt07r16/X0aNH1bNnT40cObIUhggAAABnUpJ5cM2aNRo5cqQmTpyolJQURUZG6u6771ZqaqrN+kePHlWPHj0UGRmplJQUPffccxo+fLjWrl1rrpOcnKyYmBjFxsbqwIEDio2NVb9+/bR7926H+j1//rw6duyomTNnFrkNQ4cOVVpamnl57bXXHNoHAAAAKD7OVQIAAMAeJsMwDEdW8PLyUkpKipo1a2ZRfujQIYWHh+vChQslOsCykJmZKV9fX2VkZMjHx6d0O3vXVLrtA3DcAIcOiwBQbpRUxinJPNi+fXu1bdtWixYtMpeFhISoT58+io+Pt6o/btw4bdiwQYcPHzaXxcXF6cCBA0pOTpYkxcTEKDMzU59++qm5Tvfu3eXn56dVq1Y53O+xY8cUHByslJQUtW7d2uK5Ll26qHXr1kpISLB7m7OyspSVlWV+nJmZqaCgILInUBlVktxpmsaxB3A2xpTSPf5cz3NrleFcZUnhnCdQyVWC7EnuBJxPaedOyf6M4/CV4j4+Pjav3Dlx4oSqV6/uaHMAAAAoZ0oqD2ZnZ2vv3r2KioqyKI+KitKuXbtsrpOcnGxVPzo6Wnv27FFOTk6RdQraLE6/RXnnnXfk7++vW265Rc8884z++uuvIuvHx8fL19fXvAQFBTncJwAAAP7GuUoAAADYw+FJ8ZiYGA0ePFhr1qzRiRMndPLkSa1evVpDhgzRQw89VBpjBAAAgBMpqTx4+vRp5eXlqW7duhbldevWVXp6us110tPTbdbPzc3V6dOni6xT0GZx+i3Mww8/rFWrVmnr1q2aPHmy1q5dq/vvv7/IdSZMmKCMjAzzcuLECYf6BAAAwP/HuUoAAADYw9XRFebMmSOTyaSBAwcqNzdXkuTm5qZ//vOfV/2+RQAAAJR/JZ0HTSbL25sZhmFVdrX6V5bb06aj/doydOhQ8/+bN2+uG2+8UeHh4dq3b5/atm1rcx0PDw95eHg41A8AAABs41wlAAAA7OHwpLi7u7teeeUVxcfH6+eff5ZhGGratKmqVq1aGuMDAACAkympPOjv7y8XFxerq7N/++03q6u4CwQEBNis7+rqqlq1ahVZp6DN4vRrr7Zt28rNzU0//vhjoZPiAAAAKDmcqwQAAIA9HL59unnFKlVkMpnk4uKiKlWK3QwAAADKqWvNg+7u7goLC1NSUpJFeVJSkiIiImyu06FDB6v6mzZtUnh4uNzc3IqsU9Bmcfq118GDB5WTk6N69epdUzsAAABwDOcqAQAAUJSrJsS8vDxNnDhRWVlZkqTc3FyNHTtWfn5+atWqlVq0aCE/Pz89++yz5lsUAQAAoOIozTw4evRoLVmyRMuWLdPhw4c1atQopaamKi4uTtLf3789cOBAc/24uDgdP35co0eP1uHDh7Vs2TItXbpUzzzzjLnOiBEjtGnTJs2aNUv/+c9/NGvWLG3evFkjR460u19J+uOPP7R//34dOnRIknTkyBHt37/ffIX5zz//rOnTp2vPnj06duyYNm7cqAcffFBt2rRRx44dHdvJAAAAsAvnKgEAAFAcV50Ud3Fx0bx58/Trr79Kkp599lm98847WrJkiX755RcdPXpUb7zxht5++21NmDCh1AcMAACA66s082BMTIwSEhI0ffp0tW7dWl999ZU2btyohg0bSpLS0tKUmppqrh8cHKyNGzdq69atat26tWbMmKH58+erb9++5joRERFavXq1li9frpYtW2rFihVas2aN2rdvb3e/krRhwwa1adNG99xzjySpf//+atOmjRYvXizp7yvOt2zZoujoaN18880aPny4oqKitHnzZrm4uDi4lwEAAGAPzlUCAACgOEyGYRhXq1S/fn1t3bpVTZs2VUBAgJYvX667777bos7GjRs1ePBgpaWlldpgr5fMzEz5+voqIyNDPj4+pdvZu6bSbR+A4wZc9bAIAOXStWScypYHryeyJ1CJVZLcaZrGsQdwNsaU0j3+lHa+IZsWD7kTqOQqQfYkdwLOp7Rzp2R/xrHrC3YaNWpkvm3khQsX1LhxY6s6jRs31tmzZ4s5XAAAADgz8iAAAACcBdkUAAAAjrJrUvz+++/X888/rwsXLqht27aaP3++VZ1XX31VLVu2LPEBAgAAoOyRBwEAAOAsyKYAAABwlKs9lUaMGKGkpCS1a9dOISEhWrRokbZs2aKOHTvKZDJp165dOnbsmD7++OPSHi8AAADKAHkQAAAAzoJsCgAAAEfZdaW4i4uLPv30U40fP16urq664447VK9ePf3yyy/6448/1KdPHx05ckR33nlnaY8XAAAAZYA8CAAAAGdBNgUAAICj7LpSvEBsbKxiY2NLaywAAABwcuRBAAAAOAuyKQAAAOzl0KT4lS5evKicnByLMh8fn2saEAAAAMoP8iAAAACcBdkUAAAAhbHr9umXO3/+vJ566inVqVNH3t7e8vPzs1gAAABQsZEHAQAA4CzIpgAAALCHw5Pizz77rL744gslJibKw8NDS5Ys0bRp0xQYGKi33nqrNMYIAAAAJ0IeBAAAgLMgmwIAAMAeDt8+/aOPPtJbb72lLl266PHHH1dkZKSaNm2qhg0b6p133tHDDz9cGuMEAACAkyAPAgAAwFmQTQEAAGAPh68U/+OPPxQcHCzp7+/k+eOPPyRJt99+u7766quSHR0AAACcDnkQAAAAzoJsCgAAAHs4PCneuHFjHTt2TJIUGhqq9957T9Lfn8qsUaNGSY4NAAAATog8CAAAAGdBNgUAAIA9HJ4Uf+yxx3TgwAFJ0oQJE8zf1zNq1CiNHTu2WINITExUcHCwPD09FRYWpu3btxdZf9u2bQoLC5Onp6caN26sxYsXWzz/xhtvKDIyUn5+fvLz81PXrl31zTffFGtsAAAAsFQaeRAAAAAoDrIpAAAA7OHwd4qPGjXK/P877rhDhw8f1t69e9WkSRO1atXK4QGsWbNGI0eOVGJiojp27KjXXntNd999tw4dOqQGDRpY1T969Kh69OihoUOH6u2339bOnTs1bNgw1a5dW3379pUkbd26VQ899JAiIiLk6emp2bNnKyoqSgcPHtQNN9zg8BgBAADw/5V0HgQAAACKi2wKAAAAe5gMwzDKcgDt27dX27ZttWjRInNZSEiI+vTpo/j4eKv648aN04YNG3T48GFzWVxcnA4cOKDk5GSbfeTl5cnPz08LFizQwIEDrZ7PyspSVlaW+XFmZqaCgoKUkZEhHx+fa9m8q3vXVLrtA3DcgDI9LAJAqcnMzJSvr+/1yTiw23V9XciegHOpJLnTNI1jD+BsjCmle/whdzoncidQyVWC7EnuBJxPaedOyf6M4/Dt0yVpy5Yt6tmzp5o0aaKmTZuqZ8+e2rx5s8PtZGdna+/evYqKirIoj4qK0q5du2yuk5ycbFU/Ojpae/bsUU5Ojs11Lly4oJycHNWsWdPm8/Hx8fL19TUvQUFBDm8LAABAZVJSeRAAAAC4VmRTAAAAXI3Dk+ILFixQ9+7dVb16dY0YMULDhw+Xj4+PevTooQULFjjU1unTp5WXl6e6detalNetW1fp6ek210lPT7dZPzc3V6dPn7a5zvjx43XDDTeoa9euNp+fMGGCMjIyzMuJEycc2g4AAIDKpCTzIAAAAHAtyKYAAACwh8PfKR4fH6958+bpqaeeMpcNHz5cHTt21AsvvGBRbi+TyfKWFoZhWJVdrb6tckmaPXu2Vq1apa1bt8rT09Nmex4eHvLw8HB02AAAAJVSaeRBAAAAoDjIpgAAALCHw1eKZ2Zmqnv37lblUVFRyszMdKgtf39/ubi4WF0V/ttvv1ldDV4gICDAZn1XV1fVqlXLonzOnDl68cUXtWnTJrVs2dKhsQEAAMC2ksyDAAAAwLUgmwIAAMAeDk+K9+rVS+vXr7cq//DDD3Xvvfc61Ja7u7vCwsKUlJRkUZ6UlKSIiAib63To0MGq/qZNmxQeHi43Nzdz2UsvvaQZM2bos88+U3h4uEPjAgAAQOFKMg8CAAAA14JsCgAAAHs4fPv0kJAQvfDCC9q6das6dOggSfr666+1c+dOjRkzRvPnzzfXHT58+FXbGz16tGJjYxUeHq4OHTro9ddfV2pqquLi4iT9/X3fv/76q9566y1JUlxcnBYsWKDRo0dr6NChSk5O1tKlS7Vq1Spzm7Nnz9bkyZP17rvvqlGjRuY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tqejTmXHfe+893XfffTp58qQCAgKUnZ0tPz8/u3NLTU3V9OnTq99xAACAJsDpRfE33nijLuYBAAAAF0JmBAAAQH2oi9xpMllfftcwDJu26urPb3ekT0dqevfurT179qioqEgLFy7UsGHDtGPHDrVr185mXikpKUpOTrY8N5vNCgoKqnQ/AAAAXFmzmmxUVlamjRs36vXXX9dvv/0mSfrpp5904sSJWp0cAAAAGi8yIwAAAOpDbeVOPz8/ubm52ZydfeTIEZuzuCu0b9/ebr27u7vatGlTZU1Fn86M27x5c1111VW6+eabtXjxYrm7u2vx4sV25+bl5SUfHx+rBwAAQFPl9KL4gQMHdN1112nQoEEaM2aMjh49Kkl66aWX9NRTT9X6BAEAAND4kBkBAABQH2ozd3p6eioiIkLZ2dlW7dnZ2YqOjra7TVRUlE39hg0bFBkZKQ8PjyprKvqsybgVDMOwum84AAAA7HP68unjxo1TZGSk9u7da/lrR0kaPHiwEhISanVyAAAAaJxqOzOmp6fr5ZdfVkFBga699lqlpaUpJiam0votW7YoOTlZX331lQIDAzVhwgQlJiZa1axevVpTp07VDz/8oI4dO+qFF17Q4MGDnRr3oYce0t///nerbbp3767PPvvM6X0EAFdlml75JYcBXBzGNONiT6HW1HbuTE5OVnx8vCIjIxUVFaUFCxYoPz/fkiVTUlJ0+PBhLVu2TJKUmJiouXPnKjk5WaNGjVJOTo4WL16slStXWs2xZ8+emjlzpgYNGqS1a9dq48aN2rZtm8Pj/v7773rhhRc0cOBABQQE6NixY0pPT9ehQ4f05z//uUbvHQAAQFPi9KL4tm3b9Omnn8rT09OqPTg4WIcPH661iQEAAKDxqs3MmJmZqfHjxys9PV233HKLXn/9dfXv319ff/21OnToYFOfl5enAQMGaNSoUVq+fLk+/fRTjR49Wm3bttWQIUMkSTk5OYqLi9Nzzz2nwYMHa82aNRo2bJi2bdum7t27OzVuv379rO5lef4+AwAAoO7U9rHKuLg4HTt2TDNmzFBBQYE6d+6srKwsBQcHS5IKCgqUn59vqQ8JCVFWVpaSkpI0b948BQYGas6cOZbcKUnR0dFatWqVnnnmGU2dOlUdO3ZUZmamJXc6Mq6bm5u++eYb/f3vf1dRUZHatGmjG2+8UVu3btW1117r9H4CAAA0NU4vip89e1bl5eU27YcOHVKLFi1qZVIAAABo3GozM86ePVsjR460nOmTlpam9evXa/78+UpNTbWpz8jIUIcOHZSWliZJCgsL086dOzVr1izLwcm0tDT16dNHKSkpkv4442fLli1KS0uznNXj6LheXl5q3769w/tTUlJidYlLs9nsxLsBAACAc9XFscrRo0dr9OjRdl9bunSpTVuvXr20e/fuKvscOnSohg4dWuNxvb299fbbb1e5PQAAACrn9D3F+/TpYznAKEkmk0knTpzQtGnTNGDAgNqcGwAAABqp2sqMZ86c0a5duxQbG2vVHhsbq+3bt9vdJicnx6a+b9++2rlzp0pLS6usqejTmXE3b96sdu3a6eqrr9aoUaN05MiRKvcpNTVVvr6+lkdQUFCV9QAAAKgcxyoBAADgCKcXxV955RVt2bJF4eHhOn36tIYPH64rr7xShw8f1syZM+tijgAAAGhkaiszFhUVqby8XP7+/lbt/v7+KiwstLtNYWGh3fqysjIVFRVVWVPRp6Pj9u/fXytWrNDHH3+sv/3tb/r888912223WZ0Jfr6UlBQVFxdbHgcPHqzmXQAAAEBlOFYJAAAARzh9+fTAwEDt2bNHq1at0q5du3T27FmNHDlSf/nLX3TJJZfUxRwBAADQyNR2ZjSZTFbPDcOwaauu/vx2R/qsriYuLs7y3507d1ZkZKSCg4P1/vvv695777U7Ny8vL3l5eVU6dwAAADiOY5UAAABwhNOL4pJ0ySWX6OGHH9bDDz9c2/MBAACAi6iNzOjn5yc3Nzebs8KPHDlicxZ3hfbt29utd3d3V5s2baqsqeizJuNKUkBAgIKDg/X99987toMAAAC4YByrBAAAQHWcvnx6amqqlixZYtO+ZMkSLkkEAAAASbWXGT09PRUREaHs7Gyr9uzsbEVHR9vdJioqyqZ+w4YNioyMlIeHR5U1FX3WZFxJOnbsmA4ePKiAgADHdhAAAAAXhGOVAAAAcITTi+Kvv/66OnXqZNN+7bXXKiMjo1YmBQAAgMatNjNjcnKyFi1apCVLlmjfvn1KSkpSfn6+EhMTJf1xj+4RI0ZY6hMTE3XgwAElJydr3759WrJkiRYvXqynnnrKUjNu3Dht2LBBM2fO1DfffKOZM2dq48aNGj9+vMPjnjhxQk899ZRycnK0f/9+bd68WXfffbf8/Pw0ePBgp/YRAAAANcOxSgAAADjC6cunFxYW2j3zpW3btiooKKiVSQEAAKBxq83MGBcXp2PHjmnGjBkqKChQ586dlZWVpeDgYElSQUGB8vPzLfUhISHKyspSUlKS5s2bp8DAQM2ZM0dDhgyx1ERHR2vVqlV65plnNHXqVHXs2FGZmZnq3r27w+O6ubnpyy+/1LJly3T8+HEFBASod+/eyszMVIsWLZzaRwAAANQMxyoBAADgCKcXxYOCgvTpp58qJCTEqv3TTz9VYGBgrU0MAAAAjVdtZ8bRo0dr9OjRdl9bunSpTVuvXr20e/fuKvscOnSohg4dWuNxL7nkEq1fv77K7QEAAFC3OFYJAAAARzi9KJ6QkKDx48ertLRUt912myTpo48+0oQJE/Tkk0/W+gQBAADQ+JAZAQAAUB/InQAAAHCE04viEyZM0C+//KLRo0frzJkzkiRvb29NnDhRKSkptT5BAAAAND5kRgAAANQHcicAAAAc4fSiuMlk0syZMzV16lTt27dPl1xyif70pz/Jy8urLuYHAACARojMCAAAgPpA7gQAAIAjnF4Ur3DZZZfpxhtvrM25AAAAwMWQGQEAAFAfyJ0AAACoSjNHihITE3Xw4EGHOszMzNSKFSsuaFIAAABofMiMAAAAqA/kTgAAADjLoTPF27Ztq86dOys6OloDBw5UZGSkAgMD5e3trV9//VVff/21tm3bplWrVunyyy/XggUL6nreAAAAaGDIjAAAAKgP5E4AAAA4y6FF8eeee05PPPGEFi9erIyMDP3nP/+xer1Fixa64447tGjRIsXGxtbJRAEAANCwkRkBAABQH8idAAAAcJbJMAzD2Y2OHz+uAwcO6NSpU/Lz81PHjh1lMpnqYn4Xhdlslq+vr4qLi+Xj41O3g73lOu8b4DKGO/21CACNQr1mHLl+ZqwtZE+gCWsiudM0ne8eoKExptXt9w+5s2EidwJNXBPInuROoOGp69wpOZ5xHDpT/HwtW7ZUy5Ytazo3AAAANAFkRgAAANQHcicAAACq4/Si+CeffFLl6z179qzxZAAAAOAayIwAAACoD+ROAAAAOMLpRfFbb7210tdMJpPKy8svZD4AAABwAWRGAAAA1AdyJwAAABzh9KL4r7/+WhfzAAAAgAshMwIAAKA+kDsBAADgiGbObuDr62t5lJeXa+zYsYqJidGYMWN05syZupgjAAAAGhkyIwAAAOoDuRMAAACOcHpR/FxPPvmkduzYobi4OH333XcaO3Zsbc0LAAAALoLMCAAAgPpA7gQAAEBlnL58+rk2b96sN954Q7feequGDRumW265pbbmBQAAABdBZgQAAEB9IHcCAACgMhd0pvixY8fUoUMHSVKHDh107NixWpkUAAAAXAeZEQAAAPWB3AkAAIDKOH2muNlstnp+4sQJmc1mnT59utYmBQAAgMaNzAgAAID6QO4EAACAI5xeFG/ZsqVMJpMkyTAMXX/99Zb/rmgHAABA00ZmBAAAQH0gdwIAAMARTi+Kb9q0qS7mAQAAABdCZgQAAEB9IHcCAADAEU4vioeEhCgoKIi/tAQAAEClyIwAAACoD+ROAAAAOKKZsxuEhITo6NGjdTEXAAAAuAgyIwAAAOoDuRMAAACOcHpR3DCMupgHAAAAXAiZEQAAAPWB3AkAAABHOH35dEk6dOiQTp8+bfe1Dh06XNCEAAAA4BrIjAAAAKgP5E4AAABUp0aL4jfeeKNNm2EYMplMKi8vv+BJAQAAoPEjMwIAAKA+kDsBAABQnRotiu/YsUNt27at7bkAAADAhZAZAQAAUB/InQAAAKiO04viJpNJHTp0ULt27epiPgAAAHABZEYAAADUB3InAAAAHNHM2Q0Mw6iLeQAAAMCFkBkBAABQH8idAAAAcITTi+J5eXny8/Ori7kAAADARZAZAQAAUB/InQAAAHCE05dPDw4O1vHjx7V48WLt27dPJpNJYWFhGjlypHx9fetijgAAAGhkyIwAAACoD+ROAAAAOMLpM8V37typjh076pVXXtEvv/yioqIivfLKK+rYsaN2795dF3MEAABAI0NmBAAAQH0gdwIAAMARTp8pnpSUpIEDB2rhwoVyd/9j87KyMiUkJGj8+PH65JNPan2SAAAAaFzIjAAAAKgP5E4AAAA4wulF8Z07d1qFTElyd3fXhAkTFBkZWauTAwAAQONEZgQAAEB9IHcCAADAEU5fPt3Hx0f5+fk27QcPHlSLFi1qZVIAAABo3MiMAAAAqA/kTgAAADjC6UXxuLg4jRw5UpmZmTp48KAOHTqkVatWKSEhQffff39dzBEAAACNDJkRAAAA9YHcCQAAAEc4ffn0WbNmyWQyacSIESorK5MkeXh46H/+53/017/+tdYnCAAAgMaHzAgAAID6QO4EAACAI5xeFPf09NSrr76q1NRU/fDDDzIMQ1dddZUuvfTSupgfAAAAGiEyIwAAAOoDuRMAAACOcHpRvEKzZs1kMpnUrFkzNWvm9FXYAQAA0ASQGQEAAFAfyJ0AAACoSrUJsby8XFOmTFFJSYkkqaysTE8//bRatWqlrl276rrrrlOrVq00YcI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",
       "text/plain": [
        "<Figure size 2000x1500 with 9 Axes>"
       ]
@@ -805,14 +806,15 @@
     "\n",
     "plt.ylabel(\"время работы(секунды)\")\n",
     "\n",
+    "plt.savefig('analysis.png')\n",
     "plt.tight_layout() \n",
-    "plt.show()"
+    "plt.show()\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b3dd4c73",
+   "id": "77155f07",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/pomelovsd/DataStruct/results.csv b/pomelovsd/DataStruct/results.csv
index ff3e558..bdd34a6 100644
--- a/pomelovsd/DataStruct/results.csv
+++ b/pomelovsd/DataStruct/results.csv
@@ -1,19 +1,19 @@
 Структура,Режим,Операция,Время (сек)
-LinkedList,случайный,вставка,5.446558486199502
-LinkedList,сортированный,вставка,4.543784373601374
-LinkedList,случайный,поиск,0.04706894100017962
-LinkedList,сортированный,поиск,0.04769594539902755
-LinkedList,случайный,удаление,0.03921282640003483
-LinkedList,сортированный,удаление,0.028603866600315088
-HashTable,случайный,вставка,0.04496854659882956
-HashTable,сортированный,вставка,0.01674557240039576
-HashTable,случайный,поиск,0.0002827729993441608
-HashTable,сортированный,поиск,0.0003012509994732682
-HashTable,случайный,удаление,0.0001654567997320555
-HashTable,сортированный,удаление,0.00015406959937536158
-BinaryTree,случайный,вставка,0.04737361820007209
-BinaryTree,сортированный,вставка,0.008165915000427048
-BinaryTree,случайный,поиск,0.0008410817987169139
-BinaryTree,сортированный,поиск,0.0005058431990619284
-BinaryTree,случайный,удаление,0.0004901104002783541
-BinaryTree,сортированный,удаление,0.00044584080096683466
+LinkedList,случайный,вставка,7.90476148960006
+LinkedList,сортированный,вставка,5.470369223799935
+LinkedList,случайный,поиск,0.043889598400346584
+LinkedList,сортированный,поиск,0.04527814500015666
+LinkedList,случайный,удаление,0.03798479180004506
+LinkedList,сортированный,удаление,0.020613410200166982
+HashTable,случайный,вставка,0.06718570920002094
+HashTable,сортированный,вставка,0.015257699599897024
+HashTable,случайный,поиск,0.00032641679972584826
+HashTable,сортированный,поиск,0.0003182652002578834
+HashTable,случайный,удаление,0.00020438940009626094
+HashTable,сортированный,удаление,0.00020722279987239745
+BinaryTree,случайный,вставка,0.025759428999845114
+BinaryTree,сортированный,вставка,0.00637738920013362
+BinaryTree,случайный,поиск,0.00039911679978104074
+BinaryTree,сортированный,поиск,0.00043057159964519085
+BinaryTree,случайный,удаление,0.00042884459980996326
+BinaryTree,сортированный,удаление,0.0005684383997504483