From c4f017d50b4a88378fb7f6d1287de4bfc74824af Mon Sep 17 00:00:00 2001 From: Preet Sojitra Date: Thu, 6 Jun 2024 12:29:05 +0530 Subject: [PATCH] docs: add example for using frequency domain filters --- README.md | 2 +- docs/example.ipynb | 98 ++++++++++++++++++++++++++++++++++++------ docs/images/bands.tif | Bin 0 -> 250415 bytes 3 files changed, 86 insertions(+), 14 deletions(-) create mode 100644 docs/images/bands.tif diff --git a/README.md b/README.md index c091ed5..e5cb75d 100644 --- a/README.md +++ b/README.md @@ -10,7 +10,7 @@ Image Processing Library from scratch using Python. > NOTE: This library is just a fun project to learn about image processing and computer vision algorithms from scratch and to enhance my understanding of the concepts. --- -Various implemenatations of image processing algorithms from scratch using Python has been implemented in [this repository](https://github.com/Preet-Sojitra/DIP) as part of Digital Image Processing course at my university. +Detailed Examples of functions and their usage can be found in the [Example Usage](https://imgcv.readthedocs.io/en/latest/example.html) ## Installation diff --git a/docs/example.ipynb b/docs/example.ipynb index 1d58c0e..e744169 100644 --- a/docs/example.ipynb +++ b/docs/example.ipynb @@ -9,18 +9,6 @@ "To use `imgcv` in a project:" ] }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from PIL import Image\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import sys" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -264,7 +252,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Filters" + "## Filters in Spatial Domain" ] }, { @@ -719,6 +707,90 @@ "ax[1].axis(\"off\")\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Filters in Frequency Domain" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Low Pass Filter" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from imgcv.filters.freq_domain import low_pass_filter\n", + "\n", + "img = Image.open(\"images/bands.tif\").convert(\"L\")\n", + "img = img.resize((512, 512))\n", + "img = np.array(img)\n", + "\n", + "low_pass_img = low_pass_filter(img,cutoff=30, order=2, type=\"butterworth\", return_img_fft=False)\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize=(10, 10))\n", + "ax[0].imshow(img, cmap=\"gray\")\n", + "ax[0].set_title(\"Original image\")\n", + "ax[0].axis(\"off\")\n", + "ax[1].imshow(low_pass_img, cmap=\"gray\")\n", + "ax[1].set_title(\"Butterworth Low Pass Filtered Image\")\n", + "ax[1].axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from imgcv.filters.freq_domain import high_pass_filter\n", + "\n", + "img = Image.open(\"images/bands.tif\").convert(\"L\")\n", + "img = img.resize((512, 512))\n", + "img = np.array(img)\n", + "\n", + "high_pass_img = high_pass_filter(img, cutoff=50, type=\"gaussian\", return_img_fft=False)\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize=(10, 10))\n", + "ax[0].imshow(img, cmap=\"gray\")\n", + "ax[0].set_title(\"Original Image\")\n", + "ax[0].axis(\"off\")\n", + "ax[1].imshow(high_pass_img, cmap=\"gray\")\n", + "ax[1].set_title(\"Gaussian High Pass Filtered Image\")\n", + "ax[1].axis(\"off\")\n", + "plt.show()" + ] } ], "metadata": { diff --git a/docs/images/bands.tif b/docs/images/bands.tif new file mode 100644 index 0000000000000000000000000000000000000000..ed970b10c544670282a53e253ab6ccd66697d5aa GIT binary patch literal 250415 zcmeHwJ*#caR^~eIQBmRAev8UY#KuN2kZ#n($Vfpk7cnz4Fc3sA>A=jq1%*yKxIdvW zFl%muf(Cw}sK-DtGZTHS@l|6~)flsCt~uA*d#*F~J$udZ@jRodo@dUr_c{B#=l<-^ z{^;#D{^aBB7k~V>KHmQJzy9X!fB(*hdi|6ipP2$*e)*XlIFFkOqynixDv%1K0;xbM zkP4&%sX!`_3Zw$5Kq`<5qynixDv%1K0;xbMkP4&%sX!`_3Zw$5Kq`<5qynixDv%1K z0;xbMkP4&%sX!`_3Zw$5Kq`<5qynixDv%1K0;xbMkP4&%sX!`_3Zw$5Kq`<5qynix zDv%1K0;xbMkP4&%sX!`_3Zw$5Kq`<5qynixDv%1K0;xbMkP4&%sX!`_3Zw$5Kq`<5 zqynixDv%1K0;xbMa9Dxcogar6&H-hg^TQHeZa{i|Im-@jI6Xfs z;S&e!b1T}|zA1{1=4Jhn3aI`oQM8j4u7`={W&M!~cuvH%XeTjayA#dJ`Xd$C_N4Dd zJLz$&c{DHUk5pjQ9l}LB**8Ve(Y&nB6i^N0D4G#7yv{jObaFH=>oWyZ!#Ij�-< z&J>*-&CB{s0o5>$q8Ty6>zp%1Cr9(LK2tz7jH75q%rK#_c$*n7Q7h8wnRVDpwBD*y+k83gY#qgE zv^rTC8Xe)DJ!L*G+U+Ciu$yQu?R2|4=hKuuxFd{nxMxq9&x=%kL>+b$&83}gcjtVX zvIlpBaSr$FDf4-e%8#i3{l?Ir`4-q~1el*g5fsfQ9cSo-{i`WgqjRRr=SAy0yS{Zl zd@|o{NBh!~QnZRw-hRe8+_R_5=S3%dU-kJp6hTq6{~o9Le#SZ6v!~4GMJIh<^*^6( zM^8#oMCfsv?`NFDJ$uT0UUbr{)%BzlMf>k@n(t?v!##V-d|q_YtJU?S6h-^*ahmUE zoWnhP%6wjQ(yP_~Y;nV?NFPN5dYqRZ;p)6|rp)I>>%3}R73rhs#68Z-k8pL~IaB8I zqIF)iu8Q&J>*-&CB{s0o5>$q8Ty6>zp%1Cr9(L zK2tz7jH75q%W=R{nKb`mqTJJGzXKT?5hPx@}OlODI4NAt4& zNCj5iAzZYReNz-2&CB{D75L6?RR`u#w39j0M?~|o{zwJ>;*{aOqx0%1i|3FxQDE+_ zk9d>K=Ax%4;5$06p0aojc@qWZ?)r!~*=#O)iUL3WRo~ND^_0bP$eSqe$8WM~E}9CY z0;xbMkP4&%sX!`_3Zw$5Kq`<5qynixDv%1K0;xbMkP4&%sX!`_3Zw$5Kq`<5qynix zDv%1K0;xbMkP4&%sX!`_3Zw$5Kq`<5qynixDv%1K0;xbMkP4&%sX!`_3Zw$5Kq`<5 zqynkH847%fA7@OubH@13a@;v+fkuaY`s>2Zo(D0ff8L^XrO|Cusi-ppbKaYYqfjv# zIaqCKWMEJ{^AN{onTqijeS+b4$LFXRh?rHtDN`CjOeZ;}o&BDIf+h}vov-6H{WRkznBNLanuBp@F(&z;c z9=fx1$w>>cv9DrZy*=w4bX$UcTbyr`4tJ;KMu5XB(}4O2-*y{Egi5P{C*;^XY5&K@ zcw2?qv8fZb>!@)Fr_iXlTPP=KFoxPII8|~DdiALCYrq}1&p4cxoh}EQXU%!Hw z^SxOZAL3zK8oUfw8jz=%j>j&>bl!MsY(ko5_a`|`PbPg|CX}cT8;zO1nES#<~FrYAH%>ePS zcXsrLba1md4rKV|uAbE#cSn^+tUubfu*yh!jOT0$UUvG)cSpl& z61sn&v~b`jKz!35vhZl%$}%JCxaoB0-WNxT1xUl{@svyTo&1dDQ?uooteCMIGrG4j zVq`tRb8)E(vKCBfD+hi8#yibJmUYZqS;wIr{(|nE*{Mw}bU0&)rqJukfuDgHclnrA z9rKnJa(G9-iEEGCSzA(5F=11$BN{-h2Eo#Sp8@Lj_oyWu@0ONwcqe%db~To9($qS2 zB(<3CPuc~d!|U9o13w3(yL{ZYmUmlsH!;@Ep0|yQJJwBX4uzJ|WQH#^xdJZU(i?PS zpbGYH}}@P&KFMo>X-hXwsv5c z-<2qRNoV6jdDg{f)A5L>dT#Fkv}SyIEo870o1Miife-~^j`cZ&o^@;IzMmP*ZyfR5 zTCFvM`bWEMVis-aMeFxFcRw?dvUfu*E|De#>+_xrxxq+St`b(p!MCUAIPbQ8zjOC9 zBQdH8HYo4tgGshuV}ml`=x`-y5N+s1>-Rf%KQoe2O>iUYqzhOncHb1x%xFWeT6e5l zJE}uG_$KLlHd<{eCNylnY5-lhcHq}Rjn*xmZ6qH319x=7`c>kZ)}ZsNq}sx$Ni_kS z&CHy|6Tb{>v~KZeBk>f^8xO^oz$Nm^=#d1B zn$<8Q>DpcDvHk75aU(^amI6Vsl4^|$lN)z-Y_leRR!ym(RV+i_4OX|#jxK#M!AF`8*47WUYn-V^&AS9JFB8I;I$)qZcvP=hf#%Ix7eq3`)HEx~T$8S!DyAO9uYF}M5( z&8r?0Y}2L9W@};huy@UI(7_)E?mzUZ=h0*S@Hh9!+o--@0%24)ic3?Y5MjP~tK`kV zj5VQb;91vq?s@EN+__h}f4Y}=HQu}S-0`*Q>-3)fCRsOgsUWnx|Hl3K@9h&)C+$nQ z@Z`;grg!^zw&#we?T#EkKIg4OQT9GPcMRWj76%)*1`Xi! zd`qsrH<;c7I3G<9fcKRL7dOWY==6M3ufExt-nVPsn_e3y1cQf@nFBsOpD5O~8`Ha9 zlUmoC#?fT3a5iutq~|lq`o6f{*N0qO9~y@WgM-s)10y}3YWA)GgMsti4V1&4H$ODz zA8(h7`9XL6*?9lAr3RQsLbhqtaDLd=LyYzXslx(h+^j>ZJt3nN@N$B3; z5?yM4;k2&?8Qohs;mA72^WsD`L+^qTNmZ^+)3i+30A&pJ`R!umxG#no+*>-|z$%3$ zVhB=OZ6qd@Yv?1o+H{MXoYSQ?n=0Q);f`LmF_^b@(t&n@=hbU;hHNV#XYKRqW`IPr z;q*BWsU{=V4*Wu>!Mnw?4ZKr47aLkribq(GYJU|LU-dgY0SW-}@~Q6v*jPOA%fLqK z7LPU(kH5EzHGE~qdgGu=wZ0>{Tp8AlH7NlXPy8yd(Ye)=jm)z=uZ|gWmO>;}b`3^u z(|U{lMsZc-hu}u%R+kx>XL(*cQd2ZS>q?51woIAyT7)7s>h6NoBfkc2G;aA^BlQf= z)fbBD_i=0!_vO2CflFDgYN{Ygg+fyh)bg2M0yrACe5{drj_0FoVvSrw@A?NEfWtU0 zXzR;^zr|cu?0oen5FK_XBJ7^>rtYFeqpv;AXx9YlN?*Zx9w!STgd{8`f$M`IMW7B&P z%*l{w@yJXd4tQ_UsuNh~wD zk|3f+*am=YKIQjnWcb{5GJNj3Re#H+p=XI4516pvkk9qJHPYC`p0>`JJ`#}yGjgAVbg9=Ixc?a7Ys*h-OqxwEppjE39$d!0)R%h9u zK=vHk+xEQHIv$(eI=*3gul;-rg6Nr$OK*NX#`flSUZA65n_P|00LQX?hgUL%^}{gl zpLhm&n>n#ISROp-gXO`K?kK;!TZj7|Jnwv~sRU));M)tB|cL5#CUDF-Q zUDG|=mVNWc>!&)#_SRw7*pt>MbyVtd)lTq~#r4PJ~-CM2txLP_A+58k=?D}Y)&MBZjjtNE6Xp8J-Mo_o5N+Twma z_9C^wjg(11c(b>eDwV+H}d8pCh&X5osB2FGtb>`!-}8r0jLvNJ~HRS%wp`#;EO)m zU8_rxUv3w_=4BD>z1OZR&6@GQA%hncm|f{d-)H-$Rc$RBso8T3gx7jD28- zv99`vHEPv%4Gg~}n+Ai0L)Xn+9c^C3^Vq0u$2*4+yhF0i8u3NTRN*>YMo3f?Y{QUb z#~$}X1J8#+!E-*~g0ILU&aZ4Z=n^d6U)s_LZ7Y*FFn6>|yi!6FP1+3>Z=1=!4z^v> zotdub4$iuuu>y$3QJW4b_LG^8N*0P z<@(q^d*$QWM?F@cb$ttG)!)K-Ji_%fjFwpqNT z6FcnsbRs|NQ=I5O1r7jVu3zhjIi*6^0`!HwtZ(9j-&!E!tbKS7(2ZcrO7Ww$?Y$0a z?p%W~2XE?LVz5ggzk!1*+_vGw4R$F3`T0Y90>i9F(r>ST zCI(~McFh!rrJ647?xjGEUw)}OwGWbN2VP05H}Ytbk0qmkQ-alA!)hS4gH@R#w@2-M zhR=EQrz>J!y$-h3juQ;vg+ga$af;0{_5@+;b(_f@WX$dW3wwJxh~wE<8c#i9q%vYx zDqs#jjh!i+>Nj#|Jz%i|FUrseiza1Oy>FzovbmSTh*$B|J#qwh!SmwaMJ<$o{9%{y zB90lmE1~u(lTf8@Ta?8=Mx5{Y!idN{sRu`sc6$xL(=t1TrnJsLr!NnPp@8$sTY=x8 z)v!6;*^2^N+uAHVatos@1Wy~}f;@U_Ub_hlYN{m(ca)7sD`3rnnEoa+zV3lbLYll7CowEQ#1>-9kx78s*i*J1tAP4t?Sa_lii+z@0bi}R z4Yka~?-$DTvB%2k8wyx+tIOz_7$;S^s)<!^X}$p@WH4uAPuY5`0_q?{><^e( zJ{y-!A|V)zF}%npjA@xzff_@QlF#{LechVQhE!kLyqbqT$rCG>?yEJF$xi{)E0t># zf~`$u@1Y8iE%JPeD{`$K(j#5VwJwh@j44ADfODI)CWLzEsdD(10_3^87CWjnQj;s$ zP9|Fr#MNwVG-aHD6`7XL`Iak>?R6f5=jvNE2y6}NfN2>ebHOd@vB%2k8wwa((UaB~ z={8ktq*qO3lD=4834Ox&VRMI*v$B__sed4*i+8z!UU^ z3=<>C8LEj(3>B-fiCk$k9V{ZXya)_A)On=tfBFx5r~kjd+{?Hy9_&D8T3_(Fq&oRz zV_>woc!_pGQrd(N9A|jJmq%*$!{x2T{crfO?)@0|yLK~vayKJfe1GGZc;rpwAv?ww z@v%CLUl2O`E4Fdo3@U3uc5K_*?ENBMjIn+ES-1K}fptt*0IA+x zvyC0;U(CV%+dU%Ar%%;9b)y(ljHBwp1Sb|ChR7#EUV`@*M3b zZd-#O1|zA)nYlYE96*GHF%`}My`576(_oQf+umkh%)$NJ-9G-T3l_mg^%@f}SuDb~ zdC@v?Fy|uQ97u)|mATo@m~HGxf4_(qV;m93zPFR@#h-G1F}(VQw&@Ez`Ire1SQ=Ni zTbm)Pcg3-7Z?iAv;QsAyAAio^K8_v8iA(+t`u*ei1Lm zI3iAc&W&~Cl==lNleITRX>v~^gHWEp>h;*Rx7inSaQ}98@?zujXx;d4s1lvmfEwrFmV@yV_ul+%G~O|hCTw+anL zMCp}Z$F{xA-Y??C7~996b@k~quBdtB9o+-!BR|nv;7FfmC}?|(^UvXoG5c>gL%t&v zd&QvY9-4;l=v2a26Y}@zrYt58rBcwZ4Y**Ld&gdvDf>md7-Lxp7l?L<@slgw0e}Hl z(b?i<>n7OCQy9Qme@V~Pj{P^Ba_@=23wFtv1#jl~3oNaG!8a@r&AcNtFzRv%hjDz* zW>-1;MZ6eeRR|x)hIW>Tk90d&tBPawaTh1?TFotJh|6c4!a%xk)!)uJ)r&c}f4j$I zVmrtPv5CG`OATFCqoItxavv|!mTTiOByis_fv(54z0KY);>8%-$Deh-)NJp+x zmupm~nbgHs=T?|)>`4D&4({LX5pnGA&%qouv1T;@qpNqYO-3W95;>3@9&f}+0j6N( z*tWOX`$fDMWBd5CuC0ivj{o6ev4m{`J zMg6Q#FFGTSGTDTtalPIaT*OO#;VD9phaJa35k8M?dz-yq#EUVuk3Z{@0pO&V(KthO zGLK#X>V7osGNk4b$Q?xaY-30I7jtm`c8`cto^x~nUc?#>DeW3!HZ~2Rr3(tL28F{Y z&p&%LwmseR#vt;}c*9*ZirlJrF|QWPqYZb^z%l&tCScBddbnT2i!qKVrjAimi~(n*9o(Y9qI2E@nVc4;@CfjQ$wtU z{UnG+nLjfG$t8Z6#b6E#2v!5CF9m6g9gS7)B>`9JH@uM_PT@nVeE zvFfywT+G4!+dWOG*BP{5#EUUr$Ewp#axn+@Z}&8%UT4sL5iiDg9ji_|$;BMpzunW6 zdYwW0MZ6f}b*wt=Bo}jV|8`GP>U9R~7x7|@*RkrflU&Tf{o6fFsn;2_U&M(`$fDME68xZ6Rm{BVHBG+Oe z`G{S7p%!^u%|#T`c|^G|NNKd>Y-30I`$fDMXv-gX5F~;`sXI(Tv90Gs9Kgr1+af!;E zy<#L&`YzM(Y4+~xI}ru!X0~E zrtBB-VvJ=aTp-(qPO&*97So_hAK2^4l-iC0G(tY4ZOPruNyUpfxPQCHbV4V@jp_^* zq*~nK+*J5hfJ*}|`!_9Y3cF&ldTiU+l_5c z_uMg@O0DDdSykr<02Y`3$r$0H^ZL-kvFHu}7KG-^r-%DRycpw{Vr*f(;NuKlp?UZM znf7Z~dk|2F*cuVvHl=l;5jWXT)Ktph+b`09ZxtQ;M&pKp&K~ zHR%ztWMsIE%l|(X^==&!P*`I;021I``RL#v+)J48p9|feMvsH-qyzSKr>i^Xd=S zNd~D;STP8KK%son1-k~v4MK1eoyHgjK%hrHKiV(i#TdsVW1p=x;7`fn7vBTu7&;7& zA%(j2@hvGbh*dKp+E-|$=dEY^Z@8AfH#2^qQ#Bv$t}S%8MRTu`N`US<947AF=pOuj z5iiErBgTjYQ^$nV?Lw>R({3<1x|((p=lvRzaMmmrc?n=lDV zuyw#EUVG zh=YG7!-iB}FerARVChrC0#JnunF$vd?U5U(I04YAuyv9NiS!;Rx&bb2Vek8+Z=(klo}L=I~hJ zO@KGWU>sw>Ya{_58F+z+>r^dW_+bFQX8-E;E7`b7q@Yb7BA>8>Crp=Kh0B2LQS zEl(k+bg2l<{2uNNJx5c>L2$~rBMvfx+-r*j7Y+f**LIRY(Cv_4&(-ozPk+vfQRoQS zVnQmDkK-#o$XvEDyn$DAi6nt5#r$f{e0sQF#EUVGDaKZaHN_X}Omziq)#(}$3_&|YxKW82j7oaaiKrk^eJ1Loan7Sqgz>L63g@ck)JeUe~xi=*YA_}`_^ z2Ypq;H^GU~_PV$cqI6)H)0H!QfC8fR&PR-Cw4pj3D9<&_Z~HPdwks>~)>V>3a)b%K_nNT7W`s`t3e4=B(WCyFmUW(|{eApH4$ zB4kvbPyB2VBH5B@pb`;OFBzbfFk-0f3wyr2AT1l>sNUl;Cj~?=zOKkZP>Wn9%W9Uq zZkfw2qoR7VN+zrTsf7s(w;+unHDl%vs_)LSWf3r{FP!BCAaeQz`Qfw(ug4~GO{0L< zXxd(_0dT^&c6)BoWAiODwAKd<)TZ@gFY$c($!b2NRN>rNeE zFId5ovEnh?r4T{H7106N4P|m)?oeJTOul-MtJUO4 z3;QOh0{dJ$8jYB-qG%Hpn8_d{Vqfh*LCV}=W&qc+5M}lIme+Z2AIXXEI^7PT71rn4 z(P+es6-94F#M|#$y;*R;)(S(GF8Qf$HW{E!&k7$3@2W%IXE^}z}343@whPS$EMZ8o7| z8yU?_Fk#UWM4Ldl-7L{0Q+|i$bjkCMN=xk-Fx}h=z}VXqDvwqhk9juo$s43a1Ek?Ms1-k@L(IY5XIa3<<9Y)9xC}K~ZVG zM;FJ%DcdE(=2r*kK@UW*7|}JFkHam_VSpg$8lgd9vZkWh$r6h|?QE}R=1R!0mb+|O zxQIVi7CrkamgBychVR%PLSbkPwpM6Cw9FRXo4d~PZJVqo?shO*wMyA_YZ}AiP9;Ag zfMplv;_eo25FJUZ?eQH3)5(rT%vc#0B}_NkEe>2pbzHd<`f^VX*aa4M`Wa{DxaxGE zpx`8ms$~JYtP*#IEu2*-OX9M#d9XFa z)F5U6q-xV7KBtFZUI(}w2jY|lDq*_OZZV>E+*QkXjh);!vbvVk^o@Fb*V!^gki9b4pK`4N32tb7ZJ^FPk3$3;R@AmRLO01q*rzW)M{P6 z>5p>`R?31r0hZnzW&t*KNdPe8y40Z{!Z6l7A4#?nE@ih@A5>z-eA*?v>RhdH(exCB zkwUehwK~;KSKwI@EXcD==ufu*8@p%#$m9a(Qip;FL+NveB2HwX2k1jYq~y0tmMAfYa?t)b!Ab3l1(DeJHx>!?kl*%uNRT*=$Z z7PKNQ-B8-GkP4&%sX!`_3Zw$5Kq`<5qynixDv%1K0;xbMkP4&%sX!`_ z3Zw$5Kq`<5qynixDv%1K0;xbMkP4&%sX!`_3Zw$5Kq`<5qynixDv%1K0;xbMkP19g zfiJ)PM{c)Ae}1+6CtE*O*7@mQxZQsKH*U9I{{7qS*Z$~s`|W?a-G28wKHUD`r#{@i z_A4K5|Mz!3-2VU9KHUELPe0uL<=;Ns{{4r(xP9g4zPNq$*T1;^*#G+C_S1j(#qH<+ z@r&Cpf92!t*Z#-H+i(BU$J_7z&yTl1_&*