diff --git a/notebooks/spelling/Spellchecking.ipynb b/notebooks/spelling/Spellchecking.ipynb
index b452354..af0d027 100644
--- a/notebooks/spelling/Spellchecking.ipynb
+++ b/notebooks/spelling/Spellchecking.ipynb
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -60,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -70,7 +70,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -79,7 +79,7 @@
        "915"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -90,7 +90,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -110,7 +110,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -133,7 +133,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -166,7 +166,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -184,7 +184,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -208,7 +208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -226,7 +226,7 @@
        " (('это', 'ето'), 9)]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -251,7 +251,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -267,7 +267,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -277,7 +277,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -287,7 +287,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -317,7 +317,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -366,7 +366,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -384,7 +384,7 @@
        " ('не', 23228)]"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -402,7 +402,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -435,7 +435,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -479,15 +479,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 582 µs, sys: 58 µs, total: 640 µs\n",
-      "Wall time: 908 µs\n"
+      "CPU times: user 211 µs, sys: 740 µs, total: 951 µs\n",
+      "Wall time: 955 µs\n"
      ]
     },
     {
@@ -496,7 +496,7 @@
        "'солнце'"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -508,15 +508,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 820 µs, sys: 43 µs, total: 863 µs\n",
-      "Wall time: 1.06 ms\n"
+      "CPU times: user 152 µs, sys: 53 µs, total: 205 µs\n",
+      "Wall time: 208 µs\n"
      ]
     },
     {
@@ -525,7 +525,7 @@
        "'чаще'"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -537,15 +537,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 648 µs, sys: 1 µs, total: 649 µs\n",
-      "Wall time: 655 µs\n"
+      "CPU times: user 205 µs, sys: 29 µs, total: 234 µs\n",
+      "Wall time: 234 µs\n"
      ]
     },
     {
@@ -554,7 +554,7 @@
        "'апофеоз'"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -583,13 +583,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ebbb425047ff455997758fbf2cc686e8",
+       "model_id": "913b76306c7e484f9d99e764d2caddc4",
        "version_major": 2,
        "version_minor": 0
       },
@@ -645,15 +645,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.8708354177088544\n",
-      "0.5116459627329193\n",
+      "0.870935467733867\n",
+      "0.5124223602484472\n",
       "0.07603077983231882\n"
      ]
     }
@@ -673,15 +673,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 492 µs, sys: 32 µs, total: 524 µs\n",
-      "Wall time: 716 µs\n"
+      "CPU times: user 237 µs, sys: 1.41 ms, total: 1.65 ms\n",
+      "Wall time: 1.72 ms\n"
      ]
     },
     {
@@ -690,7 +690,7 @@
        "'солнце'"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -702,15 +702,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 1.49 s, sys: 4.36 ms, total: 1.5 s\n",
-      "Wall time: 1.52 s\n"
+      "CPU times: user 1.29 s, sys: 10.5 ms, total: 1.3 s\n",
+      "Wall time: 1.49 s\n"
      ]
     },
     {
@@ -719,7 +719,7 @@
        "'насмехатьсяаававттававаываываы'"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -738,7 +738,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -756,7 +756,7 @@
        " ('это', 'ето', 'что')]"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -800,7 +800,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -808,9 +808,12 @@
      "output_type": "stream",
      "text": [
       "Collecting textdistance\n",
-      "  Downloading textdistance-4.5.0-py3-none-any.whl (31 kB)\n",
+      "  Downloading textdistance-4.6.3-py3-none-any.whl (31 kB)\n",
       "Installing collected packages: textdistance\n",
-      "Successfully installed textdistance-4.5.0\n"
+      "Successfully installed textdistance-4.6.3\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
      ]
     }
    ],
@@ -820,7 +823,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -829,7 +832,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -845,15 +848,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 11.8 s, sys: 322 ms, total: 12.1 s\n",
-      "Wall time: 12 s\n"
+      "CPU times: user 1.06 s, sys: 154 ms, total: 1.21 s\n",
+      "Wall time: 1.45 s\n"
      ]
     },
     {
@@ -881,7 +884,7 @@
        " ('донцем', 0.6666666666666667)]"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -893,15 +896,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 15.7 s, sys: 25.6 ms, total: 15.7 s\n",
-      "Wall time: 15.8 s\n"
+      "CPU times: user 1.11 s, sys: 11.7 ms, total: 1.12 s\n",
+      "Wall time: 1.19 s\n"
      ]
     },
     {
@@ -929,7 +932,7 @@
        " ('донцем', 0.6666666666666667)]"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -948,7 +951,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 35,
    "metadata": {
     "scrolled": true
    },
@@ -957,8 +960,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 20.1 s, sys: 39.2 ms, total: 20.2 s\n",
-      "Wall time: 20.2 s\n"
+      "CPU times: user 1.12 s, sys: 15.1 ms, total: 1.13 s\n",
+      "Wall time: 1.2 s\n"
      ]
     },
     {
@@ -971,7 +974,7 @@
        " ('опорной', 0.5714285714285714)]"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -983,15 +986,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 9.39 s, sys: 18.5 ms, total: 9.41 s\n",
-      "Wall time: 9.41 s\n"
+      "CPU times: user 1.07 s, sys: 32 ms, total: 1.1 s\n",
+      "Wall time: 1.16 s\n"
      ]
     },
     {
@@ -1000,7 +1003,7 @@
        "[('кул', 1.0), ('акул', 0.75), ('коул', 0.75), ('куль', 0.75), ('кулл', 0.75)]"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1019,7 +1022,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1028,15 +1031,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 2.92 s, sys: 6 ms, total: 2.93 s\n",
-      "Wall time: 2.96 s\n"
+      "CPU times: user 220 ms, sys: 4.05 ms, total: 224 ms\n",
+      "Wall time: 233 ms\n"
      ]
     },
     {
@@ -1064,7 +1067,7 @@
        " ('синие', 0.6)]"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1090,7 +1093,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1099,15 +1102,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 155 ms, sys: 2.25 ms, total: 157 ms\n",
-      "Wall time: 161 ms\n"
+      "CPU times: user 135 ms, sys: 2.09 ms, total: 137 ms\n",
+      "Wall time: 139 ms\n"
      ]
     },
     {
@@ -1116,7 +1119,7 @@
        "['солнце', 'соне', 'солнцем', 'сотне']"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1160,7 +1163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1171,7 +1174,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1187,16 +1190,1027 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 44,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
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+       " 'цк': 8803,\n",
+       " 'ул': 8253,\n",
+       " 'тб': 7841,\n",
+       " 'соц': 7655,\n",
+       " 'оцк': 6835,\n",
+       " 'цку': 8808,\n",
+       " 'кул': 5415,\n",
+       " 'уль': 8266,\n",
+       " 'тбы': 7847,\n",
+       " 'быт': 3166,\n",
+       " 'ыта': 9297,\n",
+       " 'отс': 6779,\n",
+       " 'тсу': 8012,\n",
+       " 'сут': 7731,\n",
+       " 'утс': 8384,\n",
+       " 'тво': 7853,\n",
+       " 'вов': 3322,\n",
+       " '99': 414,\n",
+       " '199': 126,\n",
+       " 'оду': 6510,\n",
+       " '6': 295,\n",
+       " '16': 97,\n",
+       " 'ей': 4059,\n",
+       " 'лей': 5525,\n",
+       " 'кот': 5357,\n",
+       " 'ото': 6776,\n",
+       " 'тор': 7974,\n",
+       " 'оры': 6732,\n",
+       " 'рых': 7435,\n",
+       " 'уд': 8172,\n",
+       " 'бн': 3064,\n",
+       " 'тру': 7997,\n",
+       " 'руд': 7360,\n",
+       " 'удо': 8184,\n",
+       " 'осп': 6748,\n",
+       " 'осо': 6747,\n",
+       " 'соб': 7634,\n",
+       " 'обн': 6440,\n",
+       " 'бно': 3068,\n",
+       " 'ног': 6227,\n",
+       " 'зр': 4637,\n",
+       " 'озр': 6554,\n",
+       " 'зра': 4638,\n",
+       " 'ян': 9800,\n",
+       " 'нв': 6087,\n",
+       " 'ря': 7463,\n",
+       " 'нва': 6088,\n",
+       " 'вар': 3208,\n",
+       " 'аря': 2797,\n",
+       " '95': 410,\n",
+       " 'им': 4863,\n",
+       " 'име': 4867,\n",
+       " 'мел': 5854,\n",
+       " 'ело': 4103,\n",
+       " 'ьк': 9385,\n",
+       " 'тол': 7969,\n",
+       " 'льк': 5729,\n",
+       " 'ько': 9390,\n",
+       " 'аё': 2948,\n",
+       " 'ёт': 9939,\n",
+       " 'таё': 7840,\n",
+       " 'аёт': 2950,\n",
+       " 'ётс': 9945,\n",
+       " 'лы': 5705,\n",
+       " 'илы': 4858,\n",
+       " 'лым': 5714,\n",
+       " 'лу': 5663,\n",
+       " 'олу': 6619,\n",
+       " 'луч': 5686,\n",
+       " 'учи': 8420,\n",
+       " 'чил': 8891,\n",
+       " 'раз': 7101,\n",
+       " 'зви': 4522,\n",
+       " 'вит': 3282,\n",
+       " 'ити': 4994,\n",
+       " 'тие': 7903,\n",
+       " 'аг': 2528,\n",
+       " 'лаг': 5466,\n",
+       " 'аго': 2537,\n",
+       " 'дар': 3656,\n",
+       " 'св': 7527,\n",
+       " 'сво': 7531,\n",
+       " 'вое': 3325,\n",
+       " 'бли': 3053,\n",
+       " 'лиз': 5561,\n",
+       " 'зос': 4631,\n",
+       " 'вя': 3443,\n",
+       " 'ят': 9845,\n",
+       " 'свя': 7532,\n",
+       " 'вят': 3447,\n",
+       " 'яты': 9854,\n",
+       " 'тым': 8080,\n",
+       " 'ист': 4981,\n",
+       " 'точ': 7981,\n",
+       " 'чни': 8918,\n",
+       " 'ика': 4826,\n",
+       " 'лук': 5674,\n",
+       " 'уки': 8243,\n",
+       " 'кил': 5295,\n",
+       " 'ило': 4853,\n",
+       " 'оме': 6632,\n",
+       " 'мет': 5860,\n",
+       " 'етр': 4260,\n",
+       " 'каз': 5233,\n",
+       " 'аза': 2587,\n",
+       " 'зан': 4496,\n",
+       " 'анс': 2735,\n",
+       " 'ято': 9851,\n",
+       " 'тог': 7961,\n",
+       " 'аф': 2864,\n",
+       " 'сер': 7560,\n",
+       " 'ера': 4196,\n",
+       " 'раф': 7114,\n",
+       " 'афи': 2868,\n",
+       " 'фим': 8502,\n",
+       " 'има': 4864,\n",
+       " 'овс': 6466,\n",
+       " 'кит': 5302,\n",
+       " 'мо': 5924,\n",
+       " 'ыр': 9271,\n",
+       " 'мон': 5938,\n",
+       " 'она': 6650,\n",
+       " 'сты': 7706,\n",
+       " 'тыр': 8082,\n",
+       " 'ыря': 9283,\n",
+       " '01': 11,\n",
+       " '201': 132,\n",
+       " '012': 14,\n",
+       " 'ыл': 9238,\n",
+       " 'был': 3164,\n",
+       " 'щё': 9164,\n",
+       " 'осв': 6740,\n",
+       " 'вящ': 3448,\n",
+       " 'ящё': 9875,\n",
+       " 'щён': 9166,\n",
+       " 'дом': 3797,\n",
+       " 'омо': 6638,\n",
+       " 'мов': 5927,\n",
+       " 'хр': 8698,\n",
+       " 'хра': 8699,\n",
+       " 'рам': 7106,\n",
+       " 'че': 8860,\n",
+       " 'чес': 8872,\n",
+       " 'э': 9484,\n",
+       " 'эс': 9582,\n",
+       " 'ьд': 9352,\n",
+       " 'мер': 5858,\n",
+       " 'рал': 7105,\n",
+       " 'льд': 5724,\n",
+       " 'ьда': 9353,\n",
+       " 'ьм': 9393,\n",
+       " 'фил': 8501,\n",
+       " 'иль': 4859,\n",
+       " 'льм': 5730,\n",
+       " '90': 403,\n",
+       " '05': 24,\n",
+       " '190': 122,\n",
+       " 'нем': 6138,\n",
+       " 'емо': 4123,\n",
+       " 'мой': 5934,\n",
+       " 'аж': 2575,\n",
+       " 'жн': 4436,\n",
+       " 'кор': 5355,\n",
+       " 'отк': 6772,\n",
+       " 'раж': 7100,\n",
+       " 'ажн': 2581,\n",
+       " 'жны': 4442,\n",
+       " 'др': 3815,\n",
+       " 'дра': 3816,\n",
+       " 'мат': 5818,\n",
+       " 'тич': 7921,\n",
+       " 'иче': 5050,\n",
+       " 'еск': 4231,\n",
+       " 'ёр': 9922,\n",
+       " 'ежи': 4019,\n",
+       " 'жис': 4422,\n",
+       " 'ссё': 7689,\n",
+       " 'сёр': 7811,\n",
+       " 'ёро': 9930,\n",
+       " 'лис': 5571,\n",
+       " 'ги': 3511,\n",
+       " 'аш': 2911,\n",
+       " 'ше': 8999,\n",
+       " 'лаш': 5487,\n",
+       " 'аше': 2914,\n",
+       " '18': 113,\n",
+       " '87': 390,\n",
+       " '73': 325,\n",
+       " '96': 411,\n",
+       " '68': 314,\n",
+       " 'вик': 3275,\n",
+       " 'икт': 4837,\n",
+       " 'кто': 5398,\n",
+       " 'оре': 6712,\n",
+       " 'рен': 7178,\n",
+       " 'ена': 4134,\n",
+       " 'жа': 4356,\n",
+       " 'жас': 4370,\n",
+       " 'асс': 2812,\n",
+       " 'ссе': 7676,\n",
+       " '86': 384,\n",
+       " '62': 303,\n",
+       " '186': 120,\n",
+       " '862': 386,\n",
+       " '91': 406,\n",
+       " '13': 72,\n",
+       " '191': 123,\n",
+       " 'ня': 6390,\n",
+       " 'сня': 7631,\n",
+       " 'нят': 6400,\n",
+       " 'ну': 6296,\n",
+       " 'ома': 6630,\n",
+       " 'ман': 5814,\n",
+       " 'ану': 2737,\n",
+       " 'ора': 6707,\n",
+       " 'гю': 3636,\n",
+       " 'юго': 9621,\n",
+       " 'мь': 6028,\n",
+       " 'пре': 7024,\n",
+       " 'емь': 4130,\n",
+       " 'мье': 6029,\n",
+       " 'оял': 6880,\n",
+       " 'яла': 9789,\n",
+       " 'ась': 2821,\n",
+       " 'фр': 8539,\n",
+       " 'ии': 4814,\n",
+       " 'фра': 8540,\n",
+       " 'анц': 2740,\n",
+       " 'нци': 6336,\n",
+       " 'ции': 8789,\n",
+       " 'ае': 2569,\n",
+       " 'ита': 4991,\n",
+       " 'тае': 7818,\n",
+       " 'ает': 2573,\n",
+       " 'амы': 2714,\n",
+       " 'мым': 6021,\n",
+       " 'рв': 7132,\n",
+       " 'ерв': 4198,\n",
+       " 'ьмо': 9397,\n",
+       " 'мом': 5937,\n",
+       " 'жс': 4458,\n",
+       " 'пар': 6905,\n",
+       " 'ари': 2778,\n",
+       " 'риж': 7215,\n",
+       " 'ижс': 4792,\n",
+       " 'жск': 4459,\n",
+       " 'бог': 3075,\n",
+       " 'гом': 3570,\n",
+       " 'ате': 2826,\n",
+       " 'азы': 2606,\n",
+       " 'зыв': 4674,\n",
+       " 'вае': 3199,\n",
+       " 'жиз': 4414,\n",
+       " 'изн': 4806,\n",
+       " 'зни': 4612,\n",
+       " 'кра': 5369,\n",
+       " 'аса': 2800,\n",
+       " 'сав': 7497,\n",
+       " 'ави': 2511,\n",
+       " 'виц': 3284,\n",
+       " 'ицы': 5047,\n",
+       " 'ды': 3884,\n",
+       " 'ьды': 9360,\n",
+       " 'рб': 7122,\n",
+       " 'орб': 6708,\n",
+       " 'рбу': 7130,\n",
+       " 'бун': 3130,\n",
+       " 'уна': 8287,\n",
+       " 'кв': 5256,\n",
+       " 'зи': 4567,\n",
+       " 'ква': 5257,\n",
+       " 'ваз': 3201,\n",
+       " 'ази': 2594,\n",
+       " 'зим': 4578,\n",
+       " 'имо': 4873,\n",
+       " ...}"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# vec.get_feature_names()"
+    "vec.vocabulary_"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -1205,7 +2219,7 @@
        "(368802, 10000)"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1216,7 +2230,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1237,43 +2251,43 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 225 ms, sys: 23.7 ms, total: 249 ms\n",
-      "Wall time: 253 ms\n"
+      "CPU times: user 230 ms, sys: 77.8 ms, total: 308 ms\n",
+      "Wall time: 336 ms\n"
      ]
     },
     {
      "data": {
       "text/plain": [
        "[('монце', 0.24999999999999978),\n",
-       " ('донце', 0.24999999999999978),\n",
        " ('конце', 0.24999999999999978),\n",
-       " ('херсонцев', 0.2640199278060129),\n",
-       " ('саксонцев', 0.2640199278060129),\n",
+       " ('донце', 0.24999999999999978),\n",
+       " ('херсонцев', 0.2640199278060127),\n",
+       " ('саксонцев', 0.2640199278060127),\n",
        " ('сон', 0.2928932188134523),\n",
+       " ('ньонце', 0.29985995798599496),\n",
        " ('олонце', 0.2998599579859951),\n",
-       " ('ньонце', 0.2998599579859952),\n",
        " ('соне', 0.3264246859454365),\n",
-       " ('донцем', 0.3291796067500631),\n",
        " ('монцей', 0.3291796067500631),\n",
        " ('солнце', 0.3291796067500631),\n",
-       " ('концессионное', 0.33217692887937167),\n",
+       " ('донцем', 0.3291796067500631),\n",
+       " ('концессионное', 0.33217692887937156),\n",
        " ('концерн', 0.3545027756320972),\n",
        " ('монцезе', 0.3545027756320972),\n",
        " ('концессионном', 0.35948738477965136),\n",
        " ('концессионера', 0.36155760193093855),\n",
        " ('концессионером', 0.36555873142548445),\n",
        " ('лондонцев', 0.367544467966324),\n",
-       " ('эстонцев', 0.3700592116512881)]"
+       " ('эстонцев', 0.37005921165128786)]"
       ]
      },
-     "execution_count": 68,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1292,7 +2306,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1307,24 +2321,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 74.2 ms, sys: 25.7 ms, total: 99.9 ms\n",
-      "Wall time: 106 ms\n"
+      "CPU times: user 225 ms, sys: 27.3 ms, total: 253 ms\n",
+      "Wall time: 259 ms\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "[('солнце', 0.8333333333333334), ('монце', 0.8), ('донце', 0.8)]"
+       "[('солнце', 0.8333333333333334), ('монце', 0.8), ('конце', 0.8)]"
       ]
      },
-     "execution_count": 70,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1343,13 +2357,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "6b7310769f05474692061c96191cbda6",
+       "model_id": "1214fb53a53648399f23b37a8bbd446e",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1401,10 +2415,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
-   "metadata": {
-    "scrolled": false
-   },
+   "execution_count": 51,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -1458,7 +2470,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 52,
    "metadata": {
     "scrolled": true
    },
@@ -1468,14 +2480,17 @@
      "output_type": "stream",
      "text": [
       "Collecting pyaspeller\n",
-      "  Downloading pyaspeller-2.0.0-py3-none-any.whl (12 kB)\n",
-      "Requirement already satisfied: requests<3.0.0,>=2.27.1 in /Users/mnefedov/miniforge3/envs/tf1/lib/python3.8/site-packages (from pyaspeller) (2.28.1)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /Users/mnefedov/miniforge3/envs/tf1/lib/python3.8/site-packages (from requests<3.0.0,>=2.27.1->pyaspeller) (2022.9.24)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /Users/mnefedov/miniforge3/envs/tf1/lib/python3.8/site-packages (from requests<3.0.0,>=2.27.1->pyaspeller) (3.4)\n",
-      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/mnefedov/miniforge3/envs/tf1/lib/python3.8/site-packages (from requests<3.0.0,>=2.27.1->pyaspeller) (1.26.12)\n",
-      "Requirement already satisfied: charset-normalizer<3,>=2 in /Users/mnefedov/miniforge3/envs/tf1/lib/python3.8/site-packages (from requests<3.0.0,>=2.27.1->pyaspeller) (2.1.1)\n",
+      "  Using cached pyaspeller-2.0.0-py3-none-any.whl (12 kB)\n",
+      "Requirement already satisfied: requests<3.0.0,>=2.27.1 in /Users/mnefedov/.pyenv/versions/3.10.9/lib/python3.10/site-packages (from pyaspeller) (2.32.3)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /Users/mnefedov/.pyenv/versions/3.10.9/lib/python3.10/site-packages (from requests<3.0.0,>=2.27.1->pyaspeller) (2024.2.2)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /Users/mnefedov/.pyenv/versions/3.10.9/lib/python3.10/site-packages (from requests<3.0.0,>=2.27.1->pyaspeller) (3.7)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/mnefedov/.pyenv/versions/3.10.9/lib/python3.10/site-packages (from requests<3.0.0,>=2.27.1->pyaspeller) (3.3.2)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/mnefedov/.pyenv/versions/3.10.9/lib/python3.10/site-packages (from requests<3.0.0,>=2.27.1->pyaspeller) (2.2.1)\n",
       "Installing collected packages: pyaspeller\n",
-      "Successfully installed pyaspeller-2.0.0\n"
+      "Successfully installed pyaspeller-2.0.0\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
      ]
     }
    ],
@@ -1485,7 +2500,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -1494,7 +2509,7 @@
        "'Для Яндекс Спеллера есть питоновская библиотека, которая упрощает его использование. У него есть некоторые ограничения (10 к запросов в день), но для небольших проектов этого вполне достаточно.'"
       ]
      },
-     "execution_count": 76,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1503,20 +2518,20 @@
     "# Так можно исправить предложение целиком\n",
     "from pyaspeller import YandexSpeller\n",
     "speller = YandexSpeller()\n",
-    "fixed = speller.spelled('Для Яндекс Спеллера есть питоновская библиотека, которая упрощает его использование. У него есть некоторые ограничения (10 к запросов в день), но для небольших проектов этого вполне достаточно.')\n",
+    "fixed = speller.spelled('Для Яндекс Спеллера есь питоновская библиатека, которай упрощает его использование. У него есть некоторые ограничения (10 к запросов в день), но для небольших проектов этого вполне достаточно.')\n",
     "fixed"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/mnefedov/miniforge3/envs/tf1/lib/python3.8/site-packages/pyaspeller/word.py:17: UserWarning: Class Word is deprecated. Use YandexSpeller().spelled(text) instead\n",
+      "/Users/mnefedov/.pyenv/versions/3.10.9/lib/python3.10/site-packages/pyaspeller/word.py:17: UserWarning: Class Word is deprecated. Use YandexSpeller().spelled(text) instead\n",
       "  warnings.warn(\"Class Word is deprecated. Use YandexSpeller().spelled(text) instead\")\n"
      ]
     },
@@ -1560,9 +2575,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.14"
+   "version": "3.10.9"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 1
+ "nbformat_minor": 4
 }