diff --git a/python-recipes/vector-search/00_redispy.ipynb b/python-recipes/vector-search/00_redispy.ipynb
index b28f0b87..45602269 100644
--- a/python-recipes/vector-search/00_redispy.ipynb
+++ b/python-recipes/vector-search/00_redispy.ipynb
@@ -148,7 +148,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 41,
    "id": "aefda1d1",
    "metadata": {},
    "outputs": [],
@@ -174,7 +174,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 42,
    "id": "370c1fcc",
    "metadata": {},
    "outputs": [
@@ -184,7 +184,7 @@
        "True"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -197,7 +197,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 43,
    "id": "458fc773",
    "metadata": {},
    "outputs": [],
@@ -210,7 +210,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 44,
    "id": "8d561462",
    "metadata": {},
    "outputs": [
@@ -218,8 +218,6 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/robert.shelton/.pyenv/versions/3.11.9/lib/python3.11/site-packages/huggingface_hub/file_download.py:1142: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
-      "  warnings.warn(\n",
       "/Users/robert.shelton/.pyenv/versions/3.11.9/lib/python3.11/site-packages/huggingface_hub/file_download.py:1142: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
       "  warnings.warn(\n"
      ]
@@ -238,7 +236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 45,
    "id": "9946a382",
    "metadata": {},
    "outputs": [],
@@ -254,7 +252,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 46,
    "id": "8797fcc6",
    "metadata": {},
    "outputs": [
@@ -269,7 +267,7 @@
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\\xbdv\\x13\\x07=\\x11&\\x14\\xbc\\xbbv\\xe9<\\xf4,\\x97='}"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -288,10 +286,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 47,
    "id": "2ac53ebd",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Index exists!\n"
+     ]
+    }
+   ],
    "source": [
     "from redis.commands.search.field import VectorField, TagField, NumericField, TextField\n",
     "from redis.commands.search.index_definition import IndexDefinition, IndexType\n",
@@ -335,7 +341,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 48,
    "id": "169ebb93",
    "metadata": {},
    "outputs": [],
@@ -354,7 +360,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 49,
    "id": "5d643bbf",
    "metadata": {},
    "outputs": [],
@@ -364,17 +370,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 50,
    "id": "e5515073",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "Result{20 total, docs: [Document {'id': '0', 'payload': None, 'genre': 'action', 'description': 'A daring cop chases a notorious criminal across the city in a high-stakes game of cat and mouse.', 'vector': 'f|=`\\n;;?~dλ\\x16J=H?=v<h\\x06\\x11Y=)\\x07p=E\\rHke<@a=o8\\x16\\x13<8\\x1c=\\x14<-<^\\x0býNR=olP>\\x17A\\x1e\\x05Hu<Bbئ`c%=r$OG=:(=a@-ZнB%K피WH=&F<*<؍Z<\\x14=>g3$ͽ$;\\x04z==\\x0eƽhI^\\x16;z\\x0c\\x1b3ɼ\\x18\\'u><\\x02J=\\x0e*=OU \\x02\\x19=\\x19K<\\t=J=\\u05f8\\U000b573d=\\x18=d&=03<<v9=[G<:Ad\\x19!d\\x1dx;;O<1,쮮=r\\x00-\"\\x06l\\x1a=Ŀ=\\x19\\x150=\\U0005df26GK= =I-e:\\x1c=\\x7f<n\\x16\\\\p<<9s<=4&<\\x1c\\x18<\\x18-<\\x15N=/=\\x1d<\\x17L\\x13<\\x10\\x10κcܼ8\\x05=+<bR-\\\\91=aV=\\x1eGּ\"S=^<\\x12\\x13<y/\\x06p<?Н<H\\x02=\\x1a\\x14\\U000a6efceQKH\\x10/tLɹ\\x0cik=\\r<1f]=\\x1a 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'Explosive Pursuit', 'rating': '7'}, Document {'id': '1', 'payload': None, 'genre': 'action', 'description': 'James Bond returns to track down a dangerous new enemy who threatens global security.', 'vector': 'DV\\x16\\x0fT/g=N\\x13$=\\x07/4<<Ժ;\\x06<\\x1fC3}=BG4\\x1b;=\\x1b=\\x05<K<Q2=0<t\\u05f6<\\x08ݼ\\x07Ž;\\x12=`=?־\\x14\\x13\\x12=\\x0b-\\x03;\\x08<2\\x0b=$*h;܀<\\x00\\x19\\x94=y%\"pxI:=6<ZJ=\\x08=7%E?V\\x02k=9,\\'=\\x10Y @\\x00U><9,=\\x17ߺ\\x14:M9\\x08\\x0bV<_6=!Ub#=WX=u\\x11=?6=\\x06,<\\'\\x15t=;лwK-=H\\x11\\x036=\\x15<8xM\\x10=_\\x03D=\\x0b\\x08$G\\x0cr=m=<)$y\\x06=X=s%\\r\\x1dz\\x0e\\t<$\\tI=\\x01x\\x10;Y\\x0f<蓻bߺe 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';x.=:;Д<)w;#a<O\\U000bcdeb?c<[c\\t\\t=\\x13\\x05C<8<=\\x7f<\\x01\\x07ȼ1\\nwx3=%:m\\x1b\\x1dRʽ\\x11\\x16`\\x00\\t5<\\x13:x\\x12;\\x02CD)]e<;m睼|\\x0fi<z<-\\x0b<nF9A?|ƑTỄм\\x0f8<xQh=\\x16?A\\t@=̼\\x19\\x0c=݅\\x13=4\\x0c=(`\\r=0\\x15;\\x0cM={X\\x1b%\\n= 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<.%<l>\\x1c(\\x1b=\\x10=(x:h#pI=x\\u05fb<aF)IG=p3\\t=Ef\\x1fy!|;X\\x00A<X*h:U/NKWOy9f=M=4<2*\\x18!漩nIQ̚=}[3%\\x14\\x05<s?,\\x16\\x15a,='\\t\\x048\\u07bd#Xg@<=^=6\\x17om<M`\\x04<\\x08y\\x10>\\\\<\\x1d\\x1cY|\\x0c=Aˡ<i2f=*6+1=/<h_\\x16=\\x03=7=\\x13=pgw\\x06=3y~=\\x1e;Ko<tǻf\\x19;:=ޗ=<i<7q\\x06=\\x1f˼\\x16W;3r=@@<ʤ¼%@\", 'title': 'Inception', 'rating': '9'}, Document {'id': '9', 'payload': None, 'genre': 'action', 'description': \"Earth's mightiest heroes come together to stop an alien invasion that threatens the entire planet.\", 'vector': 'k<Y<<=^ü\\nȿ=\\x014w\\x0cF>?\\x18\\x0f\\x04n=?5d\\'=d3;\\x06`ܻ\\x101=^)\\x0c\\x13B<\">=s\\x06=\\x08=̽|\\x1f!{=i\\x19Dm\\x192;<-ſ?[R@=|\\x0f<M=\\x14ぽ\\x04<\\x0c=`;jt;2ӑʊԽv\\x11X.7Yh<Z<;Y\\x0fr]{1\\x0e=NY=Gֽ\\x19Y=\\\\P:b\\x11\\x1c%\\x00;<We#C\\x03l;\\\\0=:\\x162!=PK:1JW:K\\x0fRl=\\x13=*\\x1e<S<m=\\x05m˻L<7\\x1d;^G%̺:\\t(=PX{=혘<k&N=^h=\\x12\\x026T=\\x1aXz\\x117;Z\\x08c<5\\x07<G.;&W~<6\\x12<d;\\x14;ħ\\x02LU=S\\x1a_N=:;,K=fN=?=!\\x05肠Z\\x1aA=מ<o =ۍ=#\\x04ϼ\\x163fh;\\x0c;\\x1e=d\\x1c;ݝ<Y\\x7f\\x1dr=U==_\\x08hXk\\x1a\\'=\\x01=˃g<\\x14ݼ\\x19=}W?xS<Wko=q\\x1eBռ\\x14=Q`<duH$=ɰٻj\":=\\'1i\\x1e=\"VZ<Y<}zq\\'\\x00\\x1b=7tl=\\x16y;_\\u07fc\\x16=7ZJ=b6<\\x0cj<\\x15be\"JM0<L\\x02=3<l<\\x16H݈A\\x160V\\x0f<B=f`=^*=a;\\x04\\x19`<\\x017:Ǻ5;ifFEŗ\\x05>%<\\x01ؕ<D<\\n<<.=\\x11;\\x7f\\x10\\x0f]\\x1b<8BϼD+=+\\x0fQ<H_`3=5`XBC\\tZ\\x19n+8O#=}Ի\\x14=\\x0bkżߜj-:=oM(T7yx<N=Cځ=/:߇=t3)=]<\\x01<(=p\\x10=7&\\x08\\x06p<\\x12=\\t=\\x00\\x10~<|ǼvN^\\x08=M.<&;TB\\x0bm<\\x05<\\\\+>4\\x13$=Ӽ\\x1c-<p=77\\t\\x7f<=#=ӏʨs=P=.p <ۧ\\x1eY==>F!ﵼ\\x01Hf<u=#碼\\x17(N\\x07F\\x19<\\x06=L7K\\'\\rK@>{\\ue17d=\\x12TB<\\x064Ἥ\\x13:\\x11\\x1b_:2;W\\x0c=Xx;m=\\x02= <+*x=-\"P=:\\\\=k\\x0c=\\x12<A\\x08\\'v.=W>L42\\x15\\x17!q<c)<솶\\x11Z=3<~\\x01>>s=|;\\x14<L#\\x1c8=B<\\x04f<\\x0cǼh3$J<K\\x00\\r3ⒽК=\\'1=PU\\x066Yhj;u\\x00=3ڋr\\x02\\n\\x10<\\x0ct<\\x1e=\\x1e#<Dzݦ=\\x06ʸ><u6=o h\\x05=\\x1f|A:M\\x06<\\x16!5=e\\' \\x0fׂ\\x1a=<ǚ<\\x02\"=\\\\H\\r=YӃ\\x1d=\\x1c\\x05=эV=F\\x0c<K&$\\x00=B<', 'title': 'The Avengers', 'rating': '8'}, Document {'id': '13', 'payload': None, 'genre': 'comedy', 'description': 'After his son is captured in the Great Barrier Reef and taken to Sydney, a timid clownfish sets out on a journey to bring him home.', 'vector': '9\\x07<́={\\x1c.;}ۧ<<ӝ=#սt\\x12<\\x13\\x0b<\\x04(\\x01M}WO=\\tG<J!=i=`^Dz\\x07)̺t\\x0bT<x\\x7fD=ؼ\\r4\\x1a[|\\x11=(\\r;\\x15]0=K;\\ue33cB\\x1fgFeT3A?=\\x04\\x0b=q\\x15\\x16k\\x03\\x16s=/!<-#<ћ<]<\\x10=\\x1fͽ\\x04Ԧ\\u0ffc\\x1bCE=m=x8\\u07b9<\\x1aM<\\\\;D<\\x16\\x01>\\x1eKj;<r\\x1f\\u0601\\x06=\\x10\\x14\\'e <f<F1\\x01tuɉXI\\r=c5\\x7fk\\x7f\\'<Q\\x00=\\x15#\"\\x10\\x1f<\\x10=(\\x0f=\\x01\\x10L\\x06@7f;p=j<{X<A]QW=k\\x029=\\x1f!=-\\x0e0<s< X;AǙ`~\\n@,<-=<~ =RtW=Ͽ[=?C)=;\\x1d5\\x08=3R\\x17Mp*=?׃=s?|Ӣp<=v=V=\\x1e\\x04\\x12\\x14=Q 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'8'}]}"
+       "Result{20 total, docs: [Document {'id': '0', 'payload': None, 'rating': '7', 'vector': 'f|=`\\n;;?~dλ\\x16J=H?=v<h\\x06\\x11Y=)\\x07p=E\\rHke<@a=o8\\x16\\x13<8\\x1c=\\x14<-<^\\x0býNR=olP>\\x17A\\x1e\\x05Hu<Bbئ`c%=r$OG=:(=a@-ZнB%K피WH=&F<*<؍Z<\\x14=>g3$ͽ$;\\x04z==\\x0eƽhI^\\x16;z\\x0c\\x1b3ɼ\\x18\\'u><\\x02J=\\x0e*=OU \\x02\\x19=\\x19K<\\t=J=\\u05f8\\U000b573d=\\x18=d&=03<<v9=[G<:Ad\\x19!d\\x1dx;;O<1,쮮=r\\x00-\"\\x06l\\x1a=Ŀ=\\x19\\x150=\\U0005df26GK= =I-e:\\x1c=\\x7f<n\\x16\\\\p<<9s<=4&<\\x1c\\x18<\\x18-<\\x15N=/=\\x1d<\\x17L\\x13<\\x10\\x10κcܼ8\\x05=+<bR-\\\\91=aV=\\x1eGּ\"S=^<\\x12\\x13<y/\\x06p<?Н<H\\x02=\\x1a\\x14\\U000a6efceQKH\\x10/tLɹ\\x0cik=\\r<1f]=\\x1a 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'action', 'title': 'Explosive Pursuit', 'description': 'A daring cop chases a notorious criminal across the city in a high-stakes game of cat and mouse.'}, Document {'id': '1', 'payload': None, 'rating': '8', 'vector': 'DV\\x16\\x0fT/g=N\\x13$=\\x07/4<<Ժ;\\x06<\\x1fC3}=BG4\\x1b;=\\x1b=\\x05<K<Q2=0<t\\u05f6<\\x08ݼ\\x07Ž;\\x12=`=?־\\x14\\x13\\x12=\\x0b-\\x03;\\x08<2\\x0b=$*h;܀<\\x00\\x19\\x94=y%\"pxI:=6<ZJ=\\x08=7%E?V\\x02k=9,\\'=\\x10Y @\\x00U><9,=\\x17ߺ\\x14:M9\\x08\\x0bV<_6=!Ub#=WX=u\\x11=?6=\\x06,<\\'\\x15t=;лwK-=H\\x11\\x036=\\x15<8xM\\x10=_\\x03D=\\x0b\\x08$G\\x0cr=m=<)$y\\x06=X=s%\\r\\x1dz\\x0e\\t<$\\tI=\\x01x\\x10;Y\\x0f<蓻bߺe c=>;\\x18u༎\\x10x~=ah<\\x070;#r=iD:?ئa2g\\x00=\\x1bą;g\\x12=OʃRF2=\\x11䛽%==^<̒\\x06=-@g<;ܼX\\x19=#b\\x0bb}xU;\\\\\\x08~=/&N(缸&\\x08ۆ=:p^<|僼<E\\x0c=d\\t\\r;/T===\\x0ec[e;==\\ue8bc\\x15\\x0e=\\x12X=R<Jh<N)=W<ჽp;bE:\\x0eڟu=f91ػL擼\\x14Y\\x1f/<?k=0⽀\\x0fj<ʽd><m\\x1b\\x1e\\x17L*e\\x08m\\x04R9>½f\\x11=\\u05fdx<#;Ȼ=1I\\x0b\\x7f\\x0cR\\x11\\x14ʽuA<;\\rpr}\\x0f\\x18=Tp1gC<:\\x16{\\x19.<$5=AGl=-\\\\=hGEY>;2\\r==y{@\\x16Oƻ$o=\\x0b#j=~0> {\\x03kl/=ul\\x07ͼ\\x17>F1\\x1bYFؔ/\\x1d5M\\x07Jݏ=-\\x08xN<kk\\x19<=n<\\r\\x0e0<\\x02 =\\x15\\x1aڼ<{=\\x00|;\\r=0\\x0e<L;2=\\x1aĆ<\\x0bs=,`ϛci;\\x14<-f|\\x0c>>\\x7f<E\\x0fF\\x05=b@/=1\\x1f=\\x01u\\x04I 2F<\\x0b<A>;M\\x05u<N=\\x13\\x07_`VǙ璹<Ok9@\\x0e瀻<g</Q;Jc\\'%=\\x07\\x12^\\x02\\x02=\\x16<<\\u0603X?<:PmҲ\\n<s\"Lѽ\\x07M\\x14+Y=\\x016=q:\\x0ecz\\x1f=i\\x18=\\x07N=C\\x1b=\\nFU9Q;u\\x1f1b=B\\u05fc<}aKeF\\r=6N=\\x01L\\r2;&[Լ4X\\x19<]ܽO\\'=\\nRd\\x05ӫ:a\\x00\\x03-Lc<3;~\\x05\\x08;\\x13&:<<\\x130ۼׄ=#~CB\\x18;G4=\\x11<2=Z9=ԳItD1=o\\x02=~m=\\uef1c\\x07<\\x0c=P=\\x04\\x1aH\\x17|=j^=\\x1bBzmL=8H)=\\x1dGn\\x18<emĚ8s\\nL=Z8=^<@-v<D(y<\\x0ey\\tt:\\x1b:=', 'genre': 'action', 'title': 'Skyfall', 'description': 'James Bond returns to track down a dangerous new enemy who threatens global security.'}, Document {'id': '2', 'payload': None, 'rating': '6', 'vector': '&Ǽ,=>\\x19H@tC=<\\x0f\\x18Kz=\\x13=ጽ&=qZ\\x07=Mq=^ߣA*\\'\\x13\\x03=;A&s=u0l<S\\x03\\t:\\x07\\x14=e\\r\\x03\\x18=_(=>tn>\\t=bڼ@f\\'j\\x10\\x01=Ѽ\\x12C=6)vgi6\\x05\\x01l\\x15<\\x17m\\x15; 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=ۍ=#\\x04ϼ\\x163fh;\\x0c;\\x1e=d\\x1c;ݝ<Y\\x7f\\x1dr=U==_\\x08hXk\\x1a\\'=\\x01=˃g<\\x14ݼ\\x19=}W?xS<Wko=q\\x1eBռ\\x14=Q`<duH$=ɰٻj\":=\\'1i\\x1e=\"VZ<Y<}zq\\'\\x00\\x1b=7tl=\\x16y;_\\u07fc\\x16=7ZJ=b6<\\x0cj<\\x15be\"JM0<L\\x02=3<l<\\x16H݈A\\x160V\\x0f<B=f`=^*=a;\\x04\\x19`<\\x017:Ǻ5;ifFEŗ\\x05>%<\\x01ؕ<D<\\n<<.=\\x11;\\x7f\\x10\\x0f]\\x1b<8BϼD+=+\\x0fQ<H_`3=5`XBC\\tZ\\x19n+8O#=}Ի\\x14=\\x0bkżߜj-:=oM(T7yx<N=Cځ=/:߇=t3)=]<\\x01<(=p\\x10=7&\\x08\\x06p<\\x12=\\t=\\x00\\x10~<|ǼvN^\\x08=M.<&;TB\\x0bm<\\x05<\\\\+>4\\x13$=Ӽ\\x1c-<p=77\\t\\x7f<=#=ӏʨs=P=.p <ۧ\\x1eY==>F!ﵼ\\x01Hf<u=#碼\\x17(N\\x07F\\x19<\\x06=L7K\\'\\rK@>{\\ue17d=\\x12TB<\\x064Ἥ\\x13:\\x11\\x1b_:2;W\\x0c=Xx;m=\\x02= <+*x=-\"P=:\\\\=k\\x0c=\\x12<A\\x08\\'v.=W>L42\\x15\\x17!q<c)<솶\\x11Z=3<~\\x01>>s=|;\\x14<L#\\x1c8=B<\\x04f<\\x0cǼh3$J<K\\x00\\r3ⒽК=\\'1=PU\\x066Yhj;u\\x00=3ڋr\\x02\\n\\x10<\\x0ct<\\x1e=\\x1e#<Dzݦ=\\x06ʸ><u6=o h\\x05=\\x1f|A:M\\x06<\\x16!5=e\\' \\x0fׂ\\x1a=<ǚ<\\x02\"=\\\\H\\r=YӃ\\x1d=\\x1c\\x05=эV=F\\x0c<K&$\\x00=B<', 'genre': 'action', 'title': 'The Avengers', 'description': \"Earth's mightiest heroes come together to stop an alien invasion that threatens the entire planet.\"}, Document {'id': '13', 'payload': None, 'rating': '8', 'vector': '9\\x07<́={\\x1c.;}ۧ<<ӝ=#սt\\x12<\\x13\\x0b<\\x04(\\x01M}WO=\\tG<J!=i=`^Dz\\x07)̺t\\x0bT<x\\x7fD=ؼ\\r4\\x1a[|\\x11=(\\r;\\x15]0=K;\\ue33cB\\x1fgFeT3A?=\\x04\\x0b=q\\x15\\x16k\\x03\\x16s=/!<-#<ћ<]<\\x10=\\x1fͽ\\x04Ԧ\\u0ffc\\x1bCE=m=x8\\u07b9<\\x1aM<\\\\;D<\\x16\\x01>\\x1eKj;<r\\x1f\\u0601\\x06=\\x10\\x14\\'e <f<F1\\x01tuɉXI\\r=c5\\x7fk\\x7f\\'<Q\\x00=\\x15#\"\\x10\\x1f<\\x10=(\\x0f=\\x01\\x10L\\x06@7f;p=j<{X<A]QW=k\\x029=\\x1f!=-\\x0e0<s< X;AǙ`~\\n@,<-=<~ =RtW=Ͽ[=?C)=;\\x1d5\\x08=3R\\x17Mp*=?׃=s?|Ӣp<=v=V=\\x1e\\x04\\x12\\x14=Q =XGf\\x02>>v\\x1e=!=d&=s<<\\x16<4\"\\x16\"u\\x0e>\\x0b\\x05Ɍ.kY-pض\\x12\\x19<[*\\x13=\\x1ej\\t\\x7f=]p<.\\x1f=0f~;%\\n_=?;\\x1eC\\x19W\\x04=FF<_s<;=B=վȤ<M=P<݊\\r=\\x03)S\\x17WZWU=@Ǽ\\x05:\\x02\\x15\\x1f|\\x07=V\\x16<NJ;<#ϊ\\n=\\x16:yKk~=\\n膻s3usA㳏=\\x04?ݱ3I<Y=71<O<g\\x08]\\x00<xZ\\x19\\x19<\\x04м\\x1fp*ިOSJ<;⑽+hj1<3]=R\\x0b:\\x14^Y\\x0cX;!\\x0f=J<>\\x14r\\x00\\x0c0<\\n</\\x0b^\\x1f<^\\x16=#\\x0c<w9z\\x1b=b\\x1d>a.t=s\\x19P$\\'%\\x19\\x05===\\x7fWE}A\\r<y(\\x1f=֎<fj=\\x1c<=^Fq\\x1d<ZΏ\\x1d=`JJ\"xoC;-x<te=E<I`=Ħ_=q2Ǎ=ȸFC+:I\\\\=pGM5\\x0b>\\r*<`\\x05=TF= ^=\\x0c0=F<vQϑ=E[=$$>A;\\x17G\\x01%\\x05U%=\\x0ck5\\x08<u<<ƽWs;\\\\\\x1dv<)\\x0c2Tȳ#\\rKʼlMĽ\\x1c<\\x19=M\\x1ae=ho3=SԼ\\x07I=,V\\x13w;=\\x0c$ \\x07=x\\u07fc\"\\x12=\\t\\x08=~\\n\\x15h\\x02\\tfвXܷ=/,<P/\\x17v?0V(g]<o\\x14=A==ےq=`<R=|h.;Fp=y ou⮽q0=Q=#\\r=\\x14!̼sX|Sg=Y;,t=>Hżb<rk\\x0e=x\\x1b=\\t\\x00:\\x03=<\\x1f=\\x1duB=^@{=d\\x1bh<\\x1b\\x16hˁ==ٕ\\x07\\\\n5\\x16j<r-\\t`̏;T4U=\\'\\x06IO\\x0b+=\\x1e=鵼', 'genre': 'comedy', 'title': 'Finding Nemo', 'description': 'After his son is captured in the Great Barrier Reef and taken to Sydney, a timid clownfish sets out on a journey to bring him home.'}]}"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -396,7 +402,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 51,
    "id": "9454e60d",
    "metadata": {},
    "outputs": [
@@ -435,7 +441,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 52,
    "id": "d499dcad",
    "metadata": {},
    "outputs": [
@@ -464,7 +470,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 53,
    "id": "f59fff2c",
    "metadata": {},
    "outputs": [
@@ -492,7 +498,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 54,
    "id": "8a493ae0",
    "metadata": {},
    "outputs": [
@@ -520,7 +526,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 55,
    "id": "c0d7ab60",
    "metadata": {},
    "outputs": [
@@ -548,7 +554,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 56,
    "id": "748c15ae",
    "metadata": {},
    "outputs": [
@@ -588,7 +594,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 57,
    "id": "cafe1795",
    "metadata": {},
    "outputs": [
@@ -632,7 +638,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 58,
    "id": "d3110324",
    "metadata": {},
    "outputs": [
@@ -682,19 +688,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 59,
    "id": "3307ab80",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[Document {'id': '6', 'payload': None, 'score': 6.267822483123378, 'title': 'The Dark Knight', 'genre': 'action', 'rating': '9', 'description': 'Batman faces off against the Joker, a criminal mastermind who threatens to plunge Gotham into chaos.'},\n",
-       " Document {'id': '17', 'payload': None, 'score': 5.846220066150412, 'title': 'Despicable Me', 'genre': 'comedy', 'rating': '7', 'description': 'When a criminal mastermind uses a trio of orphan girls as pawns for a grand scheme, he finds their love is profoundly changing him for the better.'},\n",
-       " Document {'id': '0', 'payload': None, 'score': 3.9323951881774195, 'title': 'Explosive Pursuit', 'genre': 'action', 'rating': '7', 'description': 'A daring cop chases a notorious criminal across the city in a high-stakes game of cat and mouse.'}]"
+       "[Document {'id': '6', 'payload': None, 'score': 4.743066248010575, 'title': 'The Dark Knight', 'genre': 'action', 'rating': '9', 'description': 'Batman faces off against the Joker, a criminal mastermind who threatens to plunge Gotham into chaos.'},\n",
+       " Document {'id': '17', 'payload': None, 'score': 4.560171658735046, 'title': 'Despicable Me', 'genre': 'comedy', 'rating': '7', 'description': 'When a criminal mastermind uses a trio of orphan girls as pawns for a grand scheme, he finds their love is profoundly changing him for the better.'},\n",
+       " Document {'id': '0', 'payload': None, 'score': 2.8628170632759318, 'title': 'Explosive Pursuit', 'genre': 'action', 'rating': '7', 'description': 'A daring cop chases a notorious criminal across the city in a high-stakes game of cat and mouse.'}]"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -716,6 +722,48 @@
     "res.docs"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "1a70df15",
+   "metadata": {},
+   "source": [
+    "# Aggregations\n",
+    "\n",
+    "Redis aggregate queries allow you to group, filter, and compute metrics (like counts, sums, and averages) over indexed data stored in Redis. For instance, the following returns the average rating per genre."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "efb45202",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[[b'genre', b'action', b'avg_rating', b'7.8'],\n",
+       " [b'genre', b'comedy', b'avg_rating', b'7.5']]"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from redis.commands.search.aggregation import AggregateRequest\n",
+    "import redis.commands.search.reducers as reducers\n",
+    "\n",
+    "req = (\n",
+    "        AggregateRequest(\"*\")\n",
+    "        .group_by([\"@genre\"], reducers.avg(\"rating\").alias(\"avg_rating\"))\n",
+    "        .dialect(2)\n",
+    "    )\n",
+    "\n",
+    "res = client.ft(index_name).aggregate(req)\n",
+    "res.rows"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "ef001bef",
@@ -730,7 +778,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 61,
    "id": "f11af548",
    "metadata": {},
    "outputs": [
@@ -742,7 +790,7 @@
        " Document {'id': '1', 'payload': None, 'title': 'Skyfall', 'genre': 'action', 'rating': '8', 'description': 'James Bond returns to track down a dangerous new enemy who threatens global security.'}]"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -759,7 +807,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 62,
    "id": "1902b43b",
    "metadata": {},
    "outputs": [
@@ -769,7 +817,7 @@
        "True"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 62,
      "metadata": {},
      "output_type": "execute_result"
     }