diff --git a/expe_replay_feedback_KTH.ipynb b/expe_replay_feedback_KTH.ipynb index 54fcc86c0de810371bd99bd5c75f7147f4b588d6..b0c905639fea348a2d8d7f8a936316afd1558d10 100644 --- a/expe_replay_feedback_KTH.ipynb +++ b/expe_replay_feedback_KTH.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -29,8 +29,10 @@ "# Original log params\n", "WL_URL = \"http://www.cs.huji.ac.il/labs/parallel/workload/l_kth_sp2/KTH-SP2-1996-2.1-cln.swf.gz\"\n", "WL_start_time = '1996-09-23 14:00:31 CEST'\n", + "WL_end_time = '1997-08-29 10:55:01 CEST'\n", "timezone = \"Europe/Stockholm\"\n", "WL_start_time_utc = pd.Timestamp(WL_start_time).tz_convert(None)\n", + "WL_end_time_utc = pd.Timestamp(WL_end_time).tz_convert(None)\n", "begin_data_in_swf, end_data_in_swf = 25, 28500 # line number (counting from 1)\n", "\n", "# Folder for saving the figures\n", @@ -557,7 +559,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Analyse session DAGs" + "## Analyze session DAGs\n", + "\n", + "Go through all the session DAGs generated with both a0 and a60, and compute aggregated metrics.\n" ] }, { @@ -570,11 +574,11 @@ " \"a0\": f\"{WL_folder}/a0\", \n", " \"a60\": f\"{WL_folder}/a60\" \n", "}\n", - "DAG_analysis = {\"nb_sess\": {}, \"succs\": {}, \"preds\": {}, \"longest_paths\":{}, \"ttimes\": {}}\n", + "DAG_analysis = {\"timestamp_first_arrival\": {}, \"nb_sess\": {}, \"succs\": {}, \"preds\": {}, \"longest_paths\":{}, \"ttimes\": {}}\n", "\n", "for name, wl_folder in data.items():\n", " user_names = [user_file.split('.')[0] for user_file in os.listdir(wl_folder) if user_file[:4]==\"user\"]\n", - " ttimes = []\n", + " ttimes, first_arrival = [], []\n", " nb_sess, max_preds, max_succs, long_paths = {}, {}, {}, {}\n", " for user in user_names:\n", " usr_nb = user[4:]\n", @@ -585,8 +589,12 @@ " with open(f\"{wl_folder}/{user}.SABjson\", 'r') as sabjson:\n", " dag = json.load(sabjson)\n", "\n", + " # First arrival\n", + " first_arrival.append(dag[\"sessions\"][0][\"first_submit_time\"])\n", + " \n", " # Compute arity\n", " nb_sess[user] = len(dag[\"sessions\"])\n", + "\n", " successors = dict.fromkeys(range(nb_sess[user]+1), 0)\n", " max_pred = 1 # at least the start session\n", " for s in dag[\"sessions\"]:\n", @@ -607,6 +615,7 @@ " ttimes = pd.DataFrame(ttimes, columns=[\"ttimes\"]).sort_values(by=\"ttimes\", ignore_index=True)\n", " ttimes[\"cum_freq\"] = [i / nb_ttimes for i in range(1,nb_ttimes+1)]\n", " DAG_analysis[\"ttimes\"][name] = (ttimes)\n", + " DAG_analysis[\"timestamp_first_arrival\"][name] = first_arrival\n", "\n", " DAG_analysis[\"nb_sess\"][name] = pd.Series(nb_sess)\n", " DAG_analysis[\"succs\"][name] = pd.Series(max_succs)\n", @@ -614,6 +623,13 @@ " DAG_analysis[\"longest_paths\"][name] = pd.Series(long_paths)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Graph stats" + ] + }, { "cell_type": "code", "execution_count": 4, @@ -754,6 +770,82 @@ "- with \"a60\": 50% of think times are <10h and ~13% are <1h" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### User arrival in platform\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 800x100 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(8, 1))\n", + "\n", + "ax.vlines(WL_start_time_utc, .98, 1.02, colors=\"red\")\n", + "ax.vlines(WL_end_time_utc, .98, 1.02, colors=\"red\")\n", + "\n", + "timestamps = DAG_analysis[\"timestamp_first_arrival\"][\"a0\"]\n", + "x = pd.to_datetime(timestamps, unit='s', utc=True, origin=WL_start_time_utc).tz_convert(tz=timezone)\n", + "ax.plot(x, [1 for x in timestamps], \"|\")\n", + "ax.get_yaxis().set_visible(False)\n", + "\n", + "fig.savefig(f\"{fig_path}/user_arrival{suffix}.pdf\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One blue vertical bar = one user arrival in the platform.\n", + "\n", + "Below: in cumulated values." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f3758fcfee0>]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x.sort_values(), [i for i in range(len(x))], \".\")" + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -3365,7 +3457,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -3377,9 +3469,9 @@ }, { "data": { - "image/png": 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", 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AI9lzuWSOg86U4TIacF9wOOS+D5wgCpDpojU0kh2aALQjuopXPK8K1dWu0YExmroyOoOA4Ane6Qw8zoQglvoCUlXOmoVkBRMzrleotgpHblkDkMz1DAUhpJMn/6+mdQaoT7BWgDMfVlUlv3ZHQ0MTgHZEuDTAjM6QDMjMu99o045G/c9Ido94MwdABqvEYzUBAJ1D86FuYASYC3OjU6gR6jvqbGhspD0fOPJB1faoeR0AmfGRfQQ6Y301UguaALQBQk3qPAlGcooDknu1ZEZkjLkAojF3qNcCyVvncNEbxsiNaDUAQPKbe8wcOc36p3qeGVg7lKz1DAXW+tTVBRIArruqFeGtn3mbaA4Z1dBIZiT5prOdDxwf7PHQajErS/4WjZ24MyQD4lWQqg5XJ3lWa5vZzM2Q7KRHFXBGAmBsr1gIQLKHAprlrQhFAPi3UOGtxmuSHULIfQyamgKdH820X+qeD3x+Z6qvRmpCE4AEgoW/201qQ540srMDhUgkH4DOQACM9WDvb54g1VTBkdAZSE8o9b4axRCrCSDZTR9mfdbMRBWOIPE1nSHBlYqmJiqvxyNt/JzS2KjFs1iI7DPxZzNJZ6qvRmpCmwASCLebJoC6OukZXFlJ/0eykzJCpdVNFoSL71e3BY4mCRAj2QlANOrtWIU/kPxkLxTRA4K1FtHkt0jWehrBjn+NjXITI3by45wPdsPSyeGQpr+srM5p8tBIPWgCkCDwBFFbS5NBTg7t9ObzkUdwY2P4LIAMNblMMk4gkezhQGBu/FgIQDLWFwjfburud6HOCYXOQvbMoj3MNACh6t6ZNrkCJIltaqI4f+7D7NgXigDwx27vHDkeNDQ0AUgQWDXo90u7v91ORMDjoQ1DovGMZ4GSrN7h0RAAVpXGEgWQ7DHx4dTbsdj9za5N1iyIZqF78RCAcBkEkxFGRz/VyY+PGwmA1UqEPzu786T01tDQBCBBCLX1rctFqwh2JopGWNjtyRs3HY4A8P8cNx2tcEz2FMiRBBybPuI1ASRrJICZw1soAsC/mUEltclYTyOMeS54R0f27A/l7MhIdhKvocHQBCBB4NW/mcDLyJB7pEcjJNTtVJMNLKRDOcSpyW1iSYubzJ7ikQSc0UEuFjDZS0bBaJbvIdRqPtJKt7MRAKP/Cm/f7PV2neRWGhqaACQIxr3iVVgsZAqwWAK3hA0FY179ZEI0DnG8LXCs9vBknTDDkR6gdQQgmVeKZvkeVALAbRVNFsTOJBCZAKhjmf+O1q8lmdtVQ4OhCUCCYEwPaoTNBuTny/zo4cAr6WScPMKpw40q7Vhj4pN5hRhOwDkcROzS0mK/bzLnAgi1AZIxF0A0BCCZTR1GmI1l9gMIRfKNMGq0eOtg7ROgkUzQBCABUFPFRjM5REIye4ebqYUZnAuAVz7RrJTUa5N1hRhJwFmtpOHpSgQgXLinUVsTbXRLZ4gE4DobxzITgObm4HTQZlBzPHBYYXW13jZYI7mgEwElAGrym3g9wlUYvcPjUS23FaIRhvwuYiUAyZo9LRoBFy+4rZMtZCxStIeRAIQiheo1QHK2rwqzVL8AvYPs7Ng0AGpmTA4fTEatnkbqQmsAEgDVazgRQiKZvcMjEQAWApEEghGhEswkAyL5ALQGyawBCEVqzYR5NCaAzpAMKNxYttspKVA04Os5eRATgGRrZ43UhiYACUAi1f+MZPUODxXuyOBJM14NQLLVF4guhXO8YH+PZMsFEG53Q6MPQDTar86SDjhS/44WRg0AC/9kJ0AaqQVNABIAzhyWSAKQrFvFRprs+bhReKxbRxkRQyGZs8XFktQoVqg5EJKl7s3NZKsOF9UCBBIA9bgZkrl9VZiFAMYDNaOnukFQso1njdSGJgAJQFsQgGQMBYxmQyNe0arnrFkDDB8OnHNO6HsnqwlAXZW3hQYASC5tjxByQyuPJ3A3S4ZKAPj9RNIAcEY9JhfJikSNZTW3Ba/+HY7k8/XQSG1oAtBK8MSdaBOAmk40WRDNhkY2G4XEqbbSFStoEvzsM+C338yvS3YTANB2zpjsOJkMZI93tGtoIKe3UNEe6mo22veTlkb1bGhIbJkTiUjhvLGAM0Ry8iDVQVZDIxmgCUArEcpruLVQ9xhPFoTzDGdYLLRqVFeOa9fKv19/PfR1TACSkfS0ZTRGMpE9nw+orycCFyrczbh3Q7Tvx+GgutbWJifRU6N5WmsCAAKdJbnuyabV00htaALQSqhpbxMpIFQv4mRBNATADCoBeO0183OSNR1wW6/+1Xt3tGBQY+DDxbobY9yjfUdWKxELny85tQAqAUhEe6tmLZerc2VD1EgNaALQSiTKa9gIdVWYLKuleFfCKgFYuRLYvNn8vGRMB9yeGoCObudoTDyAJGu8BXYs78bppHPr6lpf3kSjLcJ5+b52u9YAaCQfNAFoJdh2mwiVoQo1q16yCMR4BKHfTxEAAFBaSt9vvGF+brKmA27rZEzJou2JluyoSZs8HvIbiDYLot1OJICvSyYkmsyz0Ocsgsma8yEZEW7PEY3EQROAVsJs45BEwW6XTkTJgHgS4mzdShO93Q6cfjodC+UHkKwmgLYmAKoGoCMnvWjV+eoK2eOh9opmjwuGyyXD45IJiY7msVpp/4/cXPk/oAlANGhoANxuW7uNB9WXK5WgCUArwAKxrQgATxidmQCsWUPfpaXAEUfQ38uWATt3Bp9rjC9PBrSHD4BxG+WOQixkh7U1Hg8J/1jeT7RZAYVo3wRJbRXOy+8mWTQ9nQFEkiztEjIqBBGO6uq2f1ayQROAVkBNl5poEwBA90ymCSOanO9GsP2/Vy+gqAgYOpTu85//BJ+brATAKIDCCS62i8eKZDB/xEIAOMQt0hbXzz0HjBgRGP4Z7W6XjY3kK1BfH77MiYAazhvNZj/xIFl8PZId6mq8PfwlfD4as/X1ybPYai/ETAA++eQTnHzyySgtLYXFYsGrr74a8LsQAnPmzEFpaSnS09MxZswY/PTTT4kqb1KhrUIAGUwA3O7E3zseRLPtqxEqAQCA006j70cfDRb0yZwMiMv26KNAcTGwaFHweX4/MGoUcMgh5hqOykrg1luBX38N/i0ZkgHFQgA410N2duhztm0DZs4EfvoJWLxYHo8m6sHtpkm5tpYySJqRwoYG+j0RJEAdy21B5oHgTb40zKH6PbUHAeDcD15v4p6XTL5b4RCz2Kqvr8cBBxyABQsWmP5+1113Yf78+ViwYAFWrFiB4uJijB07FrW1ta0ubLKhrSIAGGr2tGTwHE4EATjmGLKJrl8PvP9+4Lk8QSZDXRlGs8e//kWC6eqrSbCp2LCBjm3YAFx6afAEcMMNwN//DkybFvycZAoFjFYDECpREOO22+Tq/Zdf5HG1nc0EoddLpoX6ejkxGx0G2Zu+tjYxGrJERwCYQd3kqzMIh46CmiypPbSfPh/1t0T6pTQ2kkmho8dzJMQsusaPH4/bb78dkyZNCvpNCIH77rsPN954IyZNmoTBgwfj6aefRkNDAxYuXJiQAicT4iUAr78OPPlkdKsAhyN5HAHj2fKYV7tMACwW4I9/pL//+c/Ac5NRA6CGxZWXA6tW0f9uN3DuuSSAGD//LP/+4ANA5chffy21Bl9+CXzzTeBzksEBMhTB+/xz4IknYlu1fvstqf8ZqtYjnCAUgt5tQwP9nZND38b1g99vSegWu21N5hnJusdHMsFIANpSW2LsQ4mYZ7l96+vDm6+SAQnt7uvXr8f27dsxbty4lmMulwtHHXUUli1bZnqNx+NBTU1NwKezIB6noT17gPPPpxXkNdfQPaqrgVmzaGVoFH68woqXmQpBnbCmpnWdO9z2sKHg8QCbNtHfAwZIW/Ef/kAC4MMPAwVDsm4ZyyvD996j/4cMIafGNWtIxc1YvZq+e/Sg7zlzgCVL6J3NmkXH2L782GOBz0iG3fLMCIDPR+11zTXAK6+Ev765GfjqKyK4115L9xsyhH775ZdAYR9KEPKY4n0InE56Z7w3gXoeO+AmgjQlahOgSOB6JxPJNUMihG68oXzqdW2dIpuFvxA0jyfC6ZD7ktdLc28ym3sSSgC2b98OACgqKgo4XlRU1PKbEfPmzUNubm7LpxcvFTsB4iEA774rO/S//gWcdRZw6KHAgw8Czz5LE6iK1joCslqrqorIR01NfBNmtEliVGzYQNdkZAAlJUBmJh0vKAAmTKC/H3lEnq8mP4pUxqam9tlURhWK775Lx04/nTQ4AK3qKyvpbyYA06YBp55K7Xz66cDxxwPLl5PN/PHH6Zz//Ifag8F170jyY0YAPv8c2LWL/r7//vCT2dVXk4nnj3+k/R9cLiI+Nhut6LdskeeGynHB9ljOgwHQezPuIeD3W1om70RpAGIZy/H65XSGUEBWX7emjLzwqK6OndSqQr+tzZ/cf5xOaZZqbdvwPdghOFl8uMzQJgovi8GIJoQIOsaYNWsWqqurWz7l5eVtUaSEI95NgN58k75Hj6YJ7r33yFmK8e23gecbHQFjZcTMRn0+GtgVFfGlYY0nI55q/8/IkPsD1NWRjRwAnn9e2nfV5EfhJg2/n95HZWXbC0yuc2Mj8MkndOz448mzvV8/+v/rr+mbCcDAgWTe+NOfaFL5/HM6ftVV5AQ5bBiRl2eekc9hApBsGgDurwCZLT79NPT1S5bQ9wEHAKecAvztb0DPnkBZGR03+gEAwe3HfVVdiZvtIcAEgK9pDXgsRxvO+/LL5Ah6++2xPytZfD3CobmZhHdrBBd71ldXE9GNZSXMc5bFIlru1Rbgdvd4KJEVm1tb+zzuw5wtMxnTXjMSSgCKi4sBIGi1v3PnziCtAMPlciEnJyfg0xkQTwRAQwOpvQHgzjuBhQtJWMycSasnAPjuu8BrVEfApiYZrxqtoGCS4nSSPZVVU7Einn0AOAdAr160GmQNQEMD5QTo3ZsmdV5ZA1TOSM44vL86O+60Jbjey5bRhNirFzBoEP02fDh9r1hB5WBzxn77UV3vuYdIwzHHAGPGANOn07tj8vP447L86gY7HbU6NJp4hJAEYO+96fu++8yv3bGDiKzFArzzDvk/8Pvp04e+VQIQyueB+6fTGXhuWpoksXSNpUVl31rHrXCbAL3zDhGaL76Qx155hc6/665gU04kqEQvGVXDLBRZgMcLXlmzAKysjD7zo2yLtiUAqvrf4Yhu8RENeOWfkUH3rK+n53i9yRPSzUgoAejXrx+Ki4uxhJcCAJqamrB06VKMHDkykY/qcMTjNfzhhzQI+vYFBg8Gxo+niWX2bODww+kcowYAkMy0ro6EUG1t9OycO6PD0TovexaEZmTn11+BW24hL3d18LAGoKyM1LhpaTJ+3O0GzjiDfn/xRXkNazxCqffZbuzxJE79Gw5cb+7SxxxDfg1NTYEE4LffqEzp6dS+jKFDgVdfJbu40wls3EgahG7dyKmQTT6qyrujHAGNBOD776muaWlEZiwWeg/sCKmC++0++9DEx+r+3FwiekCwvwcQ2H68+mLCqoL/b2iQ74dzUrSWMKn7bRj799y5FLHyxBP0vxCBZGDmzEAtSSRw/25sbB8NVqxQNX3xmthYiLrdpPXLzZVRHZHA8yppogSs1tjmulhIlaptUjcjaw0BUPuwy0Vjx+slEyyHtLaH6TJaxEwA6urq8O233+Lb30f8+vXr8e2332LTpk2wWCyYPn065s6di1deeQU//vgjzj//fGRkZGDKlCmJLnuHIh6vYc6Bf+KJwaThgAPoe/XqYKasOgLW1UUfr6qqNpkAxKtmNlP///wzMG4cxb3fcw/w0EOBu/39+CN9swYAkFqAujrgzDPp7/ffJ9ME19VqDb1aUJl0e3hT86TCIYsHHURl3bSJ6g2QEGf1/777hu4TmzbRtXv2UL4AgMgDg1WGHSEUzHw8uL8eeihN4uPH0/8PPhh8PROAAw6gSY5JZ+/ekhAZNQBGMsp91WwlbrfTp7FRCgS+R2vTuKpkXsXq1VIj9+mnVK5Nm0jbYbeTc6QQwEUXAarSk8MYzWC1Anl59Hd1NbB7d3KRAFUAc5rnWKHawJ3OwLaLJKDVecZiES1boke6jhdIsXjd81hjx1yee1qr+WAyabNJ3wL2h6ipSS6fgJgJwFdffYUDDzwQBx54IABgxowZOPDAAzF79mwAwHXXXYfp06dj2rRpOOSQQ7Blyxa8//77yA6XMaQTIlavYZ+P1IkAcNJJwb/37Al07073ZMHJUFfFdjt12GhYJJeRJ9TWZCIzTpJLlgDHHUf2bZtNhvmxp/yuXdI2Pny4FCqcF72mhlTpgwfThMnEwWql+oUyA6jOf5w+Nxx45RGvNzJAzoxbt9JgHjiQjtXWknBzuWgl99ZbdHy//ei7uZmSAXEdamroA9Aqdtgw+lslAA5H61ZerYGZj4fqrwIAEyfS90cfBV/PgnLYMOnc2L079df+/en/SD4ATADMxpTFQqspttkC0jegtV71ocby88/LvzdvJu3Nl1/S/0OGAA88ABx8MAm2hx+m414vkeJBg0i4m4H3CEhLo76QTJsiqf0gXnU4a+aYoFmt0e9rYjStRhs2yaajWILImADw3MTzo8cTv3nG6Etit9Ocl5FBeTM4EVSyIGYCMGbMGAghgj5PPfUUAHIAnDNnDrZt2wa3242lS5di8ODBiS53hyNWr+HPPqOVUUEBcNhhwb9bLFIoGM0Adjuplp1O6kQcFRCZFVtahDZ37mi97I3gSdZmo/juyZNpsI0cSclvHn2UzluyhM5ju/6++0oVMCAzx3GSl8mT6X81NTCbPIwEQLVNZmZGN5h4UoiH1fMkyH6pffsGpr3dtUtqbjghJhOEbdtIDf7LL7QyYZU4C74BA+hbjfqw26XHfGsQT/iV0cdj3TpS9dts1MYAOT1aLCQMjUE93Gf3319u9ZufT9/sP7BnjyQHZsmAeBIPlYqXtVhMAJzOxOyYaTaWm5uBF16gv3mnw08/lQTgsMPo/L/8hf5/4gla4T36KG15vWtXoGnLDNyXolkRMklp6w2jVKIfT/4Ro2MdI9SYNrtebUsmDtHsG8FEIVoyyNo9bndVoxSvVoYXLmofdjjoXfDukMnkB6D3AogTsXgNf/EFeYQDFP7W3Gw+6EMRAIuFBF5WlmTFoTqpOkEIYWmxk/J94l0x8QRktwP/93/0/x//SLbt0lKaELt1IxX3V1/JFfGoUYETAdvFhCDBzH4An35KggWQ5TWuhFn9L4TcV14dTGaCQJ0444EQtPoHgMJC+s7Lk1oYdgjkVdx++9E1HBro85EzpNtN747JUM+eVP7ychkFYrPROezkGG956+tjT5FrXP2zs+rw4ZK0ORxE6IBA4rJ7t2w79vjPzpZ2+27dyGsekH4AxmRAPHlzSJYZWPtF/V4EaABao0bn/qE+93//o3bv1g24+GI6phKAQw+l72OOIb+Hmhpy7J03T96DCUQo2Gz0iaQab2gAPB47qqulGjkS4jWL8NzA/SBcPzSbR5jENTcHkmUe05HIjtEZM1q7PPejaIV3KMdPJirsYxTLO1QjrsxILBMMfj/JAE0A4kCozmM2iJ98koT+9u0kHGbOpFXhzz8HD4bfrSpBkQBGmIWrCEH3q6ujSYIGhCVoZRPvioknybo6qdq87TY5adrtZBIAKO87q4lHjw7eK54DPWpqyHTA9nC2ObO5wvh+1MGl5gzg984TJddNnRRak/uAV+/du9N3Xh7lNQBkKCBj0CDS9HA51aCW0lJJHlwuaS5QhanTGbhSinUVxhNwdXVw9rxwMGoNvv+evvffP/C8oUPpWzVdcFbD/v1luQsK5O9paZL4qGYAVb2rrm7DkWo2A7CDWGszKIYay6z+nzQJOPZY+vujj4AffqC/Dz2U3vOvv0oSu2CBNG3Z7fRe1PoaoarGQwnaxkZJhNmJzBijb0ZwOVooVm0Bvw8eY+HMUR6PNG2xX47bTX+rbQPI1W80BEANA42WAHC5o80boLa76vvBz2WbfWVl4DsMdX92bOZ2MOvDFkviQg0TBU0A4oBZCGBNDXDkkeThzdnvFiyg8D6vl+K/P/xQ2q1VwQLQ/5w1bdWq8APFOCg4bpc3R6mu5lSqliA2yiquWBioahPklV63bsH3OP54+n78cZq4iouBvfaS8f8MFoosoMaMoW8WhLwy8noDBz4LQ7s9MGcAM3VjOk8uc6z1VesNSA1Ajx703OxsEnAOh1T5A6Sl6dVLqrkLCqj+paW0E2J+Pl3PwpGvVYUpTxy8KmxoiM1xiIWBxxObx7FRA8CCbq+96Jsd1/bZh75V0sKEdfBgEgJ2O/UPhtMZngBw27GJKVxUjdPJ6lQagKxFiHdFpaqMeVw1NJBmCwDOPpucPW020tT4fNSve/WiftHcTFoA1nAAlDBp7Fj6W/UjCFUfXnEawQ6P9fWA0+lDQYEkQNzXWeOjbmXLY6KhIXZBozrGsbo6FLniZ1RUkKCsq6Mx3dBAJksVTHYihRdyf1AJQDSRS7FqANSoJrW/cebJxkYad7W10rFQCJkkSR2PXq/05aivJ3Ifqg8nKtQwUdAEIA6YeQ3/+980ES5fDhx9NHDjjcBf/0q/zZwJPP00nc/e7hYLdTDuTKtX0/95edSBw22gyBMVDyS3mzofC9TmZvm3cUWlxpvHWl8h5LauJSXB+2cfd1ygXX70aHJ+Map02ZTBA0f1pmcYV8LGiAZ+D2rYDdeJv1UCEO8KUSU9RUWy7AARmcJCqRnYd1+5QQ0gBX5REZEA7i9sG2dhaiQA7AfQ0BC4I140qzkWDnY7vd+KCuobjY2RJ14mAD6fDPXjGH5O48G+C998I98zm6zY2z8vL3BsuFzmkQCqIyCvIEOp/9Vr1E2IWruBFD9bJcnvvEPCrE8fqvdvv0nNB0Crf06qBdC1F11Ef597LpnDzj6b/n/xxfB9L5S5i1f+dXWyTwBy10g1CVJzc6Cw57EaTxY9vtbhCG+3V+/vcFA5a2roeLdu5ltEG8e0GYymVZ6vovUdiFa4horislqp/AUF9M3RBeyc6/HQeKyspL8bG+nd19XRx+UKXvAY7w9oAtCpYew8zc1yY5u8PHIAeuAB+n/GDLKZWyxyxZ+fL/PFb95MakROasP+kmb5ABhquIqa5Y9jbtPTAz2L1U4ej8pUNRmsX0/fJSXSkY9RUCBtowARALPgD57EAZo0DjpI3ptXz8Y9EFQhzr/xN08aanw4f7Ngi1cDoPoAFBfLKAZAOmSymnzgQCkUsrLMJ0GAjmdkSP+Bb76RE7XFIidKXlHw3+xcp4JUrlLa8gSbmUkfFlSVlfRuQ7U7t7HVSg6AbjeVsaxMbv2blkZCMTOTysKbH7EJoF8/ahPu22p9mUh8951cUXFf9HiktsdoLoqE1qRQZkHa1BT43Jdfpu9jjiHiBcg+ClAf57HMK90TTiBHX06UNH489ZXycjoeCmZ+ALzvQV0d/aYKFH5nqrDn/t9a4ms0h7CvkZmw4vEmBI2DHj1oXgu3Q2SkfU1UIW70zFdNfaHKTqah6Pxn+Pxw2ia7nfoub07FJg6LRWo+WOvq9cq5NxwSEWqYSGgCEAeMYUNvvkkhQrm5FM528sl0/OqrgZtvliv/+npq/NJSEibs8MUdF5CrQg6hM4PqTMKTJyBXT+npgQNIBXf4WBioOimwBqC0lI7xanfzZhII7AeQnU0mjVCJHVmQVlbSObyyXLmSvo35AHiCUxMvqQRMnQBVH4DWEoDm5kAnQLU+OTlUlhNPpJXiWWcFqv/DITOT1OLZ2TSJqMl1jOGArH6vqQmsh89HE5LPZwtQf7INVw094tVLqPegqkTZ/r/vvlQ/ntRycuh3Ji5ffUW+LRwlMWgQ9V8j8bFaidgyOb7iikBzAwthVjvHAmNuC49H7iQYCcZMcAAJfA5lPfJIea6qARg0iISz1UomErbj9+snV65paXIe+NvfQk/4qh8AryhZ+FutwatJNVQNkIJYJcCxqsMZxkgQNseYzRWqAOV2jJQQLVKOD1XIcz+IxnFZJQ5sOozU/nxNJCfutDQ6j4W8z0eaAR63dXXUd3JzowsJ5/Zr610Oo4UmAHGAOyN3Hk6McvLJ9Nu//kWr2dtuk+xVXUVy2smyMvo9L0/aWnlyffPN0PZb1f7NE7vR45YT7hhVqkwe4jEBWCxEdADpBMd2sl27aGAffTRNlueeG14dlpND5XS7yUueHSBVPwBVy2FmdlEnf3WlkkgCsGOHJGglJebv+bDDKFXw/vub28DNkJlJZTfzA1Dtrzk5dL+MDKl+ZKikp7Ex8H+evNPSqA14Q51QAkHVALD9n0lZRgZ9M/lRnRc5/LOsjGLiQ63gc3KAW2+lci1eDPzjH4F9kbMoxgp1hchCtKoqulBKJgCq38Fbb1E/6tuXwhfZdLHffrTCLSyU/gzdu8vQXCDYO//EE6m/LFsGXHBBaNLN6a/r6qQpz2KhdjMKVSMBYI2PqqVT+3wkDYBqk1c1BhaLdNwz8yXge8eyeyJHuYRKZGZ8vnpdJALAwtRoIgkFHguRCACbQtjMmpZG7yQ9nfoDx/hHmw1W7fPJ4AioCUAcUO1UX31FyXDsdvIYBmgAqyvAHTtkfnNVPZqXR8Kyb18a7HY7qRqLimhlrObIN8JulzGnPl/wxJuWBqSn+4Im1Xg2I+HBZ7PJ1R57v9fUBDoz2u3k73DmmVJFbgaHgwQMO9xw+BhrAFSPWXZEMoaIqWxaDdkxOgG2xkmM69ajhxSEKlRNBofzlZZGXskyMWJhyuFlgEwUU1Ag78MTj7qbI9uvgUACsHFjYJvwPYHIqyiVADAp5T7E/g8cCvjaa8Df/05/X3pp6Ph9Lv/QoeQbA5BmjOvM9Ql3fSioK0TShkSfdpbHj0rqOB/FsccSievWTRKpDz4APv5YlpdJttGpFSBNUGkprf4dDopwueQS81WfmuirtpbGUKixw2HALEBU85eqAeN+H0nV7HbLzI1qH+BnZWRIPxQVqkNuLGCyY3Rq5bKGsstHowEAossboJKjSOOUNWD8ftX5VPXNiAXJFAmgCUCMMNrJfs9/hGOPlc5gqnNcUxNlhAMo9tuscwPSLm610k5qACXcCQWeNFgwh+rIxknELAFLJKj2NRYsgwZJM0RjI5WBV728Eoq0r1NGBqmM09KkUFm5MpjNqwRAnXBU+6+6+lU9pLnckWyIZhBCajwKC81t+sbERrwyiAQOBWSfj+XLA3837jFhtUoPcLdb1k0lAE1NVN7x4ykiQ139RSIAqu2VCQCvfpn4cB9lLRXbx085RW5wFAr87iZNoogYv5+EIvfFeFb/DF4hNjXJGOvGxvATLJMnlVTu2gUsXUp/H320NPFw2Xv0IKHOwsuoGWlokM9nMjh8OGkC7XbyLVi2LLgsbGv2+ej9snbIDLwyZ+0fCzLVsVcViOGIr+o/xHssqPZ3QO7foSbTUh0AIzltGhFqe3O3m441NgYS7S1bKN/Ixx9H7rt8fyAyATCeHw4uF7VLuAVNLOBnJoMjoCYAMcIYP/q//9HxY4+VqsG6OjkAt2yhv7OyIquFeSLhEKIlS0h7YAZ19RvL5GlMwBINWLju2iVjfPv2DXTwKymhVbw6oKLZ2NHpJOHK2oCKCuloyMSGVZBGmx2TGSYHRiGnEoBY6stQHQCLiszV25yhkcEJfqJBZib5SVitlG6Yow1CgX0DeKXLJM5q9bf4g7z8Mk2imzZF3nzHWFchqI137qTz99qLnqm+89xc0kxwVMABB1A2vEjOeyxEOVUuQCmv09Pp/mbX795NDrTXXksfJttGqMmA3G56FpOAUDCmqwUom2Nzs8xeyf2Xy+7xSPJltwfmwGBtwKZN5Cfj9dJ13brR1tE8ps0cAi0WelZ+fnRaEJXwqIsRs34fzh7O45rD+YzjiMuWlUXHOSaeFwT83FjAZgW1bTweqkt9vSTGjAcesOK//yVTUzgHViYuRidJM6imhmh9Tni74ESAn+l2y09HJQbSBCBGqLboPXuksDriCBrA7MHNMbG8SmIVdzjwhFNURPbU5ubQ2cRU9VOsHTPSalCFqkZn9X9REU3crP5OSyPth8Mh46EzMqIvF5/LKWPZD0BNnckTjnFyUgc8P08tszFaIxY0N8ucDsXFoVc7/B7YOShaZGZS3dkM8Omn4c/n98EbQrETlt0uN03hlMRA8EZDocLl1PfFzoh9+7IZKfBc7qOXXkoJrm69NbLDIyAFfGOjdHT9/nspJM1I04wZFFP/2GP0ueoqqZ1QYXRs5RW0WdQEg7Un3KZCUNIugMi8Gu7J74DDKdVjDDW5FT+3Z0/ZHzjHh1HTEw/UUDLVEU81fbFmMBzxZQLAZIIJhVGt73RSO3H9Va1DrE6b7PTIYZ/st1FfLzOeMnw+C15+mR6wcWPoFbMawsr9PJzpozVhwYkAL2w8HpnZsaO0AZoAxAgeUDab3Ba0b19pL+UBX10dmEEumlW6upJgf4JnnzVn8Ow8yLHmsYDDe6IRiOpg2bCBvnv2pEkhP59WSv37yzL06EHHOOwrGqSnU5nYIU7dIpftZV6veZIYtvk1N8uVgxoaxRNDqEEfyhTCkyi3YWFh6FVuSQklhlH3PIgG3NbsYR4uXAygSYNtqBz9QfnwBex2WlGrcfYqAQiX2lVVifJGVCykjX4PDge117HHAtdfHz3pcblISAoh/V0qK4N9FRhffEFkxmIBrrlG7rnACXpUqKGtnC6YUzWHcqRlAsDC7sMPpUZi/PhA7ZWqAWDnQuN4LiykcVFcTJ8+fYgYchtz3/7yy9av9lTTF6vh1VBItd+Hc4hTfSDY10aNblKRmUnnVFXJsRWr8GeoyY/YbOP1Bjs9fv11IfbsoQPbt4fObMljlQlApLwB3N/jsd8nAhzayeVkrVJHQBOAGMGCxGaTK7ahQwNDpQDSDrBtnD3mowFff9RRJHB+/jlw/3Ej4rFJxZILQDV5qDkAWBgXFASujPlYrPHcmZlykmRHQEASgFAOO1x/uXIRLRMCD3S2mRrry1nWzCYWXuWoSYBCaQBsNiJ5sU4oTHx4D4hIGgAgMJmKmjgnPZ286wEZNmimATDzhTAjALyDnxlxVYWj1Rq91oPNIx6PjDAwW9ELIZNoTZ0K3HILMG0a/c/polXwClj1JQhnBlD7NGuN7r+fvk88keqn1jEaDYDVSiSgpIQ+7AfCbcwms9ra4N0+YwWvINmPgQmAWi+uWygNAKv+fT4iebwiDSUYeUMyjokPle8+GqjZLlkAulzB4/vjj3sF/L9unfn91DmZCYDqE2R2fiii015wuYggdusmHXw7AilDAIjxW1ty5UdyEgoF1RmNBfPw4fJ3dhziCbWkJDZPWfYOt1oDc4wnErGkT1XZMhOAXr3CXxMPsrKkc9m33wYmBOIBbfYe1YHD5/KqR3X04QmS69TQQBNPba3MYKaCJwleoZaVtc0gZT8Ai4UmOHYeCwU2/fAKh9+JwyE3YGJP+1WrpEOm6i1v7PcqAQjlAKhCFY6qqjwS0tJkFAzf34wALF5M5CUzE7jpJjp2wglU11WrgLVrA8/n1NCAFEocamsWDaAKB6uV+tvHH9PfkyfLDasYrAFobpYaALP3EgosYDnUtbVmACOZYwJgDP0L5xCn5tVwOqVmyWhmM6sHz52xRgAwOMkQ7xvg9QYTqqoq4MsvyZ7IvlNr14bW1jEBUEOkeWwb+4CZr0N7YPVqSpPekeYHI1KCALCNyeeztqRx3LOHvqMJF1KhqpZ58uL90oHA5B1sG48FHFPq9UrP6jfekAl4EgFeMcViArBYpAkgVlV3NMjMpBXivvtS3TmHOrN61V6rgu3iMnUozRDcRkCwxoMdb2prpUOd8V00N9MkxNqBtqgzQH0lKyt6PwCbTU7Wqklk+XILtmyhVcW555IKWojAhFKhbMJMACoqpAlhn30CHd1UZGZK4aJmRowGnACLTWZGAuD10oofoERa7FOSl0d+NgDw1luB0xaHTapOtmrMudG+qq4YAcpJABDJKC4Odl7lCAxACshYNFw8H7AZIxF+AKzVYmKn5phXNV9AaA0Am9UA2aeM0ScqOCzQ46F7xqsBsFqlZk+NrVfx6qtW+Hw2DBokWhwo1683r4tRQ8j35rm+oiJwfPMYiJfAxIPNm8m0NGMGsGhR+z03ElKCANhsnPDDH5Bgo6Ym+hzrQKCK7bvvaCBkZcmBzSgslJneYlXR8yADaNV53HH0vIceiu0+kZ4RLQEwywHAq7d4wJOUEUx8Jkyg/595Rk626emS2Rths5HJgSdtVQNg9PRVQ6PY45htm8YycTw9QG0cTWhfPOC25j4UyQ8AkNspq6umf/2LKnnKKfQ7769gNAOE0wAw+Rg4kARuKCFnsZBmKzs7cmSLEdxebALgrIOMF14gollYCPz5z4G/cXjsm28GDyozh7RQG+2w+ps3+HnlFTrOfjdsQlGheqbHsvoHgv0Ali9vvc2XBb4as6+avliQh8rkxwSA68VagEhCPS1NCuzWrKAdDrmYMjMzvfACtfFZZ/lbzFHr15v3XSOh4+RXLpckgWy6UbUkbUkA3n6bHGS3bSNt3XnnyTThzzzTds+NFSlBANi5zun0t3SMnBzqeGyDigYqAeDJ8oADgjtSTg6toFSP1ljA19XXy0nw2WdlB4oVy5YBs2bRtrt9+5IjUiRHGQarwr1emc/AuAVutPD7pc3dOCkz8Tn2WBrAq1dL4ZWRQZqUcBOOmo6U7cE8yRqP8cTDMc5GocjnMOEpLg6d17+14MmPHQGj8QNwOOh9cJm++64HXnnFCosF+NOf6BibpYwJhoDgVRTbgjmkdcQI+g4n6Hr0ICEezySakSEJwPr1gZtYzZ9Pf//5z8Hj58QTqR1XrrRi9+60iNnUQuWeZ8LncFByn+ZmyuK4994k/M3GrUqGYs1ZwFEJ/L62byeSs24dbTEcDxlwuUhgc1nUaBg1JE4l+pwkSdV6scC3WIjMRQrd5ZBFM5IUCziyQE1bzti4EfjiCyssFoEzzvC39JUNG0Jrr4DAnCoZGXRvfj+s6eWsoer527dTeurx4ymd98UXk+PpnDnUP2KB30+C/+yzKUnWsGGUIXbFCtKWWa1EANesie2+bYWUIACh4HJJe3A0UFVNbP8/7LDEl4snoIYG2ip3yBD6Ox4twK+/Usd+8EFSt1ZUEAONRgOgCku2hWdk0OosVrC6jx2NzJyzMjNpVclx4uGY8oYNgXHuDItFtNj7haBkStOmyZAp1UbKqlPVgxqQ53Cdi4rajgCwmp0JwK+/hs79YAa3G/jnP+niSy6RDoVMAFasCCRCQDDZYcHwySd0jLUHrUnOEw4ZGTQZsnmMd7587TWy83brBlx4YfB1xcVyvF1//ZEoK7Njn32CfQIYaipbBhNaVmF/9BEdP+ggOre01PxerSEAViv1bZdLhgNefTVtKnTqqUTuY4XVSu/Q5SLi9u23gZovVQPAWf4aGmTYGW9qY6ZVu+ceMofs3h2+DOXlFJ5ptjDxemnh8cUX5hoILr/Zu2Rn1sGDd6OkBAEaAOOcxRqA6mrSHvJmTAyOCmGHQ17wMfFZuJDa4d//Ju3bO+/QDo5PPEFkdOJEqSGKhG3bKGkRZ8ccMICeyyafRx+V+SDCJXlrT6Q0AeAJgndcYyEVKd4UkHugjxqV+HKxzbCxkcp09dX0/113xe4QuGiRFUKQpmLmTDr28cf0HSkUUM3ZzcKwtDT27F8s8HnSSUszX7kx8TnpJPp++WVzD/3t28kePGpUMJPmSY/rdscdNKA/+yw4ZWqouGGjA2CoLICtgap5Sk+XmycBwCOPRH+f+fOt2LYtCyUlAv/3f/L40KHUThUV0n/EzPTDq//Vq0nDo2ZljFXVHS0odDHQDCAECR4AuOwy6TG/Zg1Fwvz8M5G+iRPpnD170uHxWLB7N5EFs3A/9g0x5rtX1eRMAA45xDzSgyMJ1OPxECM2IfHOkR9/LOeZG2+kBEzx4KmnSDMycaIk17xI4fbmqBFO+OPx0N9mmo6GBppnli0LP9cIAUyZQgmahg+nsbplC5lwLr2UhPYJJ5DA692bnCvNCLsZXnqJvkePpgHIBGD3bplXRS2HEMD771OZ//Y3svszeL5hnwAmAZmZ5Ptx2WV0zwMPJDLzwAN0j+uvp4UTQOd89x2NpXnzSJu6fbt8xsaNZNsfOpT2cHE6aQyvXEnkbtQo4M476X5Tp9I1CxfqVMAdDnbm4YHBKTGNnQyQ7Jptwzt2UOdidWkiwalBAUoqMnkycOWV9P9f/0qqqWjUhs3NwIsvUhP/5S/0cbmIqW7aZG77VsHZ5ex2uTosKYmdAKgTcGGhvN6ozmPfjH32ISex+nrzREizZxPj93ikl7iEaFnR//abTMqyapUkAKrDkFncMJ/HJgDjJkCthd9Pwr+6mp7LgpbV9w8+KDMQhsPGjcD991NF5s1rDopdZ23A55/Tt7oiZDABYN+DkSMlMW4rrQdAQlQlAI88QhqqzEyacPfsIRU5b5DT2EgT+6mnAo8+6sONN36OJUt8yM+n1e/NN5s/h/0AmGyp9uLVq0mopKURQTbTbLndVAYOe1PV7rEgL4/eKWtmiotJeA8dSvMNhz1GAufuB8hR9qqr6O+GBnp/av9WIz94i2GHgzQsrD0w4uOPpXbuiSeCNzhifPSRXATt2kWbHQ0cSH140SIqY0EBferraYfFCRMkYff7qf8a57FffqF62O0CI0bQIOjWTRIoI+FnTR9vSe3xyP0cGBwlws6/HB7JGtUZM0jVf9ZZZKv/85+JlC1cSD5YjY3A6adTW82bR+PzwANp7uHjjz9Ozz78cNrD5Zxz6JmnnEJahcsvp2edcAK9k+3bgf/+1/zdtidShgCEEpgsjOrqpGc4p8VUr+WwMVVVOmhQ6N3uWgvVD8BiIVbK3tHz59P/jM2bSX1qVKt/910htm2zID+fOl56uiQsn34qM4CZgWOMm5pIxcqDZcIEcwLASUVC3au5Wfpd8G53RvJht5Nt2WKhfPEAqdPUen3+OU18rL585x1K4sJQJ71vv5XHV62Sqz81hzmvlFR7MgsMVt3xtriJAnum2+2Bu+Addhi1T2MjMHdu5Ps89BDg9VowZMgunHxycAfn7Wxvv50EqlEDwA6Zbre0/3NECztethZNTcHbGAOBfgD//jdw3XX096WX0jWbNlH58vJoBci5NHbvBk47TWD48B04+GCBhx+W72LmTJqIVcdC9lFQt8/lEDBe/Q8ZQv3OaIvm1SLH3O+3X/x9wWqlugwbRgmOvv6anA7vu4/u98ILgf3YCCGAZ56xYK+9aEXduzcRJUAK8hUrJHl9/XUSYGp0gEo2Q4FDSQEiqJx+eeVKesc8FjlvwkUXEXlxOmWo41VX0bhcu5ZI3Kef0jveuZPs4QsWkNp9yBCqg9o3WHgfc4xATo6cIDhqxEgAWAOgjnWjSYXNADzuMjNJ4G/bRsL4r38192Wx2Whn1wEDqOw1NbR3xyGH0Lz8j39QunYhgKOPpnf33nvShGYGp5P8AwAiWB2NlCAAW7cCRxxhx+rVwa7cHFfNoYLcoVThxMK/ro4mRlahH3NM25WZiQU7r3BGNFaT3nUXTXYvvECsc+pU6pzz50vW/uGHFLA/ebIUeGPG0Pcnn0hWbAYeLH4/MH06fY8ZQwmKzCbAxsbADUNUsMqV7ajGWHYVHCY2fjyZG7ZupXryfdiMce65ZPMGaACz8Fb3OlBDzH76SbarMYaZQ6o4hMrno9XNnj3U3on282B/BIdDJmIBqA8yyXv2WZmW1wyVldJHYtKkNaZtcs01NHlt2UITLTuHqTngObadtQSHHkrfibD/M5FqbAwOt1U1AJwdcPZsal/OhVBcTE6rOTmkns/ICNxoB6B+wkmCHn2UVnOjR8uEQRxzzuY0jgF3OuU4PuSQYOc3JsfsLAhQP2mN5zinTC4okO/3kEOk5ucPf6B0xJwC/Jhj6HPDDVbMnXsopk+3t2i0qqqoLiedRHZngPpsczOtLi+7jD4bNsi6qOGyZmhuJsEN0G6eAK12H3+cVPk33EAr2y++IPJks9HccMMNtJrftIk2U7r9dlJ7cwjv0KG0QNlvPxrPf/2rNAcsWkSrY54jWP1/+umB6kE2AxiTAQlB887PP9P/djuRAWN0Ce/oxwmHmCScdVZ4jWa3bmTeuOAC2uX000+JPDz1FPW96dNJ+/Daa2SWjIYcnn8+leG998g82ZFox0jIjsP//R/w3XcWrF49AgMG0E5pDM4/XVsrV92ca5136OKNKthjlXf0OuGE+MrDjDdcJirVEZDtlQBNFrt2kW17xgx5floaHZ8zh5j6TTdZ8MUXtGyaOJEmwPR0SQBYA+B2B2fZY9NAYyN19G+/pQny6qtDr/55ALvdgeeoIVe8UuFYdjNHQJuNBP+mTaSOmzePSM/kyTSxfP89Dcq//IWetXAhCcpx44CDDrKiR48iDBsWTAA2bqSJIjs7OASIUyOzOtzvl96/w4cHCgezJENm7Wg8T7VH8/tgDQBvuOPz0arotNNolThxIq2IjziCVhdvvkkq+nvuoXaprwcGDRIYNszcgJydTSThmGNosnngAbKXc3txdMfKlVSOsjJaadfVkbANtZEMmwgiQU1XbNT2ZGTQ884+m9pz5kxSwbPpIzs7MIOmxUJ5ItasIWLm8ciXfvvt9N6++4766uefkxp3+HAiEQ4HjeHqakmA1Eie4cODsxlyGmH2VGdCzGSANTiRJnxua55n0tKo327ZIknAFVdQ2b/4gsbYLbcEOtZ99ZUNQAkcDoHrr7fgvPPoHVRU0Htk9Tf7UrBmAyB19HnnRbfj4ooVpGHp1o1W+J98QmRLnWc+/FCai8aPp+er/gtGXwbe76J7dyJlkyZRv73kEtKITJtGGr2NG6n9f/uNynn00QLLljmxa1dg3oh16wLnQ7+f6i8E9adDDyUnwn//G7j7blkOp5PKYLFQHd9+m46zTZ5zggAyzTqP6379pMajoYH6z6RJMmzU7aa5RZ0nWJtshvx8Mun+4x/Sd4CdgNsbKUEAHngAKC/3Y8kSO6ZMEbj3XhKEJSVy9yk13zcgJyyesC0W6pgffECCKz9frpZiAfsbeL3SLmiGtDQpFDZtCswpMGsW+SA8+SQdu+giYrLffEO21HXrgKuuoqbdZx+BtDQL1qwhG90BB9BzKyspJenQoYHxwFx3r5c6MIdlXXdd6N3KWMizms1YX4715QHFQjNURqz8fBqkY8fSSui330h1yt7cPEEKQaucO++k/QNoojwcY8Z40a+fTLnKO6WtWkUCwZjtTA2hamqiPsCT6IgRge/GuHsXTxZm6mM12yQ7I3Fcdk4OlYvNTenp9L4bGymM6KuvyLQzZ07gfX/9lSZlXuFceWVzWCE0eDBpi666iralnTiRJmSe7JqaZGKSY4+V79hu5+RZwfe020PH//PkzO/S76d6G4msy0X1v/xy6pec24AFn9kGQ1lZ9K537wZ275bSzG6n1fMf/kDPPOYYej9XXEEryrQ0ufEK23+/+YbKlJtLfctIgLnsHO7GZgDeY4DTfIdLg8znWa1SOBQUkPDnTJeMO+8kwfXPf9I76NaNSEyfPsCKFc349dctuP76EqSnO7BjB72zmhqaG3hL6Z07qW+oBOCdd4gACGFu83/9dRoXV14p1f/jxpHgnjaNtDIACezBg2ke4L5z2mmRd7AEKHNo9+5UhgULqA/stx+1S0YGrYjV5Ejjx5MWY/fudGzZEvieORRQJe28d8ghh5A2ZPFimjduu01qHTdvJnX9ccdRnb1eMlfsvz/1A2MkSV1dcL4Tr5cIqN9PIaO8S+KaNfS9117Un/x+ul84/6rTTqN2+uEHes8ffxy7b1UikBIEICMDeOCBZlx44TYsW9azxaHObicvVk6dCgTu1AQEbxrCg2TkyNidpFQvXE6pGS5XQM+eNMArKmhC2msvuZq45x4iICUlcpIaOZIY7f33A/PnCzQ1WTB+vB8Wi61Fddq7N6nxX32VNBn77y9XOgyu86uv0kDYe2+Zhc0sIQ6vmnmlp070TABU2yMTABYURrWkutq74ALS4DQ00LGHHqKBWVVFg/sPf6A6rFoFvPmmwI8/WvDGG1ZMnCgn/KOOIoebn36ivz/6iP7v35+uHTNGpia1WMj5jwXs4YfLNmKhxvu2c3RDbW1gRjw2J/AGJ9yfGhqkoMnOpmNMCDIyJAHo25cE1EsvAQ8/TEL/uOOovefOpdU8QG0/aZJoUd+Hwnnnkcbg669JnfnHP0pP8B9/pD5tsZBDk99PZXE6pSZAJX2sGWKNkgoOtWI/jKYmEnwOh0z7ypMcE+r6enovaWlyV7RwBKO0lMZDY6MNVVXBmTadTvLmPvJImvAffZS0KN27y8iLtDRSVQMU/mfMZshtxwKKHWF5623uB1wHM7U6kwivN1BLwOUwEqu6Onr/EyaQ8DjtNEkaJk3yY+nSb5CTU9JiPtq2TRLoXr2oL69bR6tz9ucAaFVfW0vvzUgU33mH5gshSGgy+eNkXJdfTnXv14/mALudCMrVV9NcE2kB5PVSvcrLifDw/YUgEtS/Pzl1fvABlZv7zdixNHZtNoG8PLoHO2iuXy8zGPL75WyXBx5I47usjAT+NdfQ4m/dOjKVsOM2z0W8+udon/R0mgerqmiB1KNH4PzMW7vz3/vuS0SF23LrVmqzHTuktiiUj1hdHcmdiy8mAnPnnQiI4mkvpAQB2LqV2PFZZ/2M4cOL8dprNmzZQo10550k1NhLU/UKV9WkzECXLKFvVqVHC59PxsGzHcrtDk8A8vOpo2/YQB3m119p0DidNBjPOkt6t/Mqt6KCbGyTJvnwxBM/4eST94fVaoPfT4Owe3cq+6uvkorvkksCQ6hYde12qzZm+s7ODp4s1SQ6LpcclE6nzCNg5lHOTkNNTeYTaFYWCYEjjiASkJ5OtkabTbL1vn3puNNJKyWXqxk//mjHG29YW3azGzSIVgb//S+9K7eb1M1qqNDIkRSXyxMLC4d995W2Z0DuXpadLVc0FRUkuFQiozr5cQIjNbUwC1g2RajqWTaLuFxyVavi0EPJPltTQ9qPaFYNFgv5THz9NZlMmAContCnnirbtqxMtilvVsLweqkf1dVJjQa/G34/vDqz2eie/G7UzYsASQC4zrz6z8sLrVp3OqUw2LqVxohR+zJwIGlOZs2icK4ePagPc7a7PXukA5bRxANI0spRKTYbTeasreE+7XCQoDLTVvC74N0qmXhYreZbg1dUkBo8M5PMIsZ2ralxIjdXprllp06Ayj9sGAm6J5+ktikoILL/zTfUny+4IPB+q1eT5lAIuifb0B0OIpsA9cEZM+jc5mYiEUOGUF+JdiOd7duJrLDwLy4mAVlTI00ydjsJ7v32o3qzo19ubhP69JH9jd/T5s009pua6L5sAikooGtnz6ax8dxzUlu2eze9J94bIC2N9lqprKR7W620wHI6qR0qKkjI8zxSXy/nDM4tsWWLzJXACwj1WFlZaCJbVUVjacYMIuWTJ0f3PhONlHACzM6mBvJ6bZg82Y8vvyRbFYcO3XADTQh//zs1xOuvyxSiPBnYbNS5Nm6kDqsSAHYcDPXhXed4EuC4cnZKAqQXvXF72txc6oS8ivr1V7oXrwJYvc7Z+Xbvpt979wb2268SViutnFlLsGULeawCZHPcsCHQFs8mjy+/pGelp9NqymIxn7jUjGJstmDnPnW7UqPpgP0AOEmJGXr2pPPOP59Uj9nZ5lssFxXR/YcPF3A4mrF+vaXFm/jAA6V9bdUqatvKSpqIzj6bhPGyZWRf54mancNGjJDCgYmN1Sr3r1cTvFRXy3Kzo2FOjpykOQVuSQl98/X8vphkqPutGyEEOSS+/z5pAtiDWvXBCIXTT6f39euvpHa02Ui79MYbVBYmGnl50veF20iFw0Fltdlo4mRtBwu8ggJqt5IS2S7s72B0+uQ6NzRIGz1gLlBVFBYCdrsfTU0yO6UR06aR5sPvp1WW6t0+cyaN/z59aGVo1H5x3dUse0bnSX4PPL7V8c6LBr+f+iz7IIRDfj4RDr8/OASUiD2xsNJSOZaZZGVmyvBCTqp03HEkqAFqYyEooc2119Jn8mRqv9Gjyf+AI0aOO476LdeV55iMDNkuseyix46cWVkymoM3hCovJ9KiJhvzeKSwz86mlUlhodz6nOvDIbSbNtGcZ7PRPOnxEOl//HGajz78kH7fd19y/Hv+eXLc+/e/qUz8rtUcEKWlMj/Mnj2BOUF4DAPU94SgObpnTzq2a5d0ag2XJpu30T72WNJSMdFob6SEBiA7m17wV1/RpLFmDXWIGTNIoD/1FKmLGMuWycn/hx8odMVmk408bJjsxKxWDLfDE68aOIUmO8Qxa2QbKU8SnJ+AJ6D0dCr/b7+RgDAm1OjZU+Zlr6qi32lQWZCWJnPlV1fT4OrThxwY332XHGUefliuzlho8+r/+OOpM3fvbp4bngcvq3pV5z41/M+4omOhwNnJALlPPINXe9u3y7z8fK3qIMb/u93AwIF78P33hS2r+AMOkARgzRq58rvkEhIEAwaQE9mdd9LkZ7FIDcDIkXIPew4JKygIJDOsJq6qonfLZhAmB0aowobfAW+HylocNj/k5lJb2Wz0jjZtkivzUaNo1dbcDKxfn4u8PLpXv37mG/Tk5pJAeP558lg+8kjyNQBICBYWykx4TEB49zcjMjNpolXD+9ivITeX3qH6jrie3C+M2djq6qTg4hSu4WC1AgUFZIjesUNmkFRhsVCIndtN9uCpU4nkDBpEKy6rlTQE3bvLCAV2fGSNDJePTVasteM+ze9BdSBj+HxyoyefTwq1cOjZk+LgKyupPgUF1PfKy2ksu1xU3m7dqD/4/XJsjRwZeK9x46jvz5lD/flPfwr2OC8pIWJdVUW//e9/wMEHk5rdmAuF5754kJcXmDq4uJhW2Gwj55V5VZXsT1lZQE0NMVqLhfrlKafQXD17NmnCevWSfj4DBkhfLt5u+vnnyfwzYABpRfPy6P6cTIqdhFWtEkDtXlxM5GDTJvoAcp6x24kYsMmwZ0967u7dUtNhtlgygtub06PHurFWIpASGgCAJuqysrqWxD9bt0pb+skn02AeP55Yan09dbTmZtIO1NZS5+RJ6vDDabLgFaPHE7gSM36sVmKYBQWSPbPzITuVseqUVed1dYEpTJ1OssMZO0lBgZz8evYMnHhZ3Wix0PVFRXR82zaaGKxWIgFffBHo87B5Mx0HSDjY7YECV910hDUW7OTH6l9eBbGd1AhWq9rt8j2ZbcxUVBR4PQ84o9mAQ6uGDg10Qz7gAJoocnPpGT/8QM8991z6/corqW6bNxMJOP10evfduxPpYlt9UxO1l5mgycqiZ7M/AJuMIm2switLTmZizK9eXU2kZccOIn+RMoexbTUUGeU6v/QSCYj336fyn3MOHedVEPt0hIoZt9mozmlpsu0yM2mFZqa6V1Mus7aA+7yxbaNNM52d7W2J6Fi3zjwdrc1GBPfYY6lOTz9NJgGAstgNHCj3uK+vl6ac5ubgdmaPfxZabHpi0moc8+zHoIYORmq/jAy5sNi0ieaotWtpXLAGjskVa8d4VT5kSGB7HXMM9d999qEyv/giXXvqqUSGLr6Y7OO5uXKfj+OPp3sbhX/37onNd2Kz0Zi020nQ9u8vfTnYc96oBWKnyP33p/F5+eXUZhyRNWgQ9cf99pOknQXsffdR+QsLaQ5VSTi/VyPR5Q3d1PNKS+n98DUcscT3KyuTdYomjDY9XUYmRLsfTaKREhoAhs0m0Ls3TRjs5JGRQV7SvAr96CNaGTz9NK2+Pv+cOsett9KArKkhBulyybTBaWk0eYbzxjZ2ME5OwSt/v18Ku6YmmtDq6gIFqM1GdipVSKrPdDrJU5cFc3V1dcDALSwk5trURJ30vPPIZjhvHq0onU7qiDfdFLhBSkmJJC5+v4xiUOvGK1ie6LlerCI3wmKhyYed6Zhk1dUFTr5WKw3qUHVWUVYGDBpUgbQ0AbfbApuN3ofFQloAdo465RQpaDIyyPlm2jSZ9CQvj94Bl4P9Qbp3N1d/OhzUl3j/cYslvHe4WjcOqfP5aFLklUNDA63E2OEOIAHbq1dg/bmdhwwhsuDxkBqSyR6fU15OE2K/fnTflSvp/d96Kx3nVRB7Vlss4Z1c09Np8jNuuGQGFloWC7Uv5+H3+6k+quCKJclOv35EeKqqSEO0bZt8Vq9eVP4dO6h9TzmFVMArVpDgP/98SdI8Huqn6j73xrqr45U1XQDdIyvL3PzCY55TH7vdkQUpC6MdO+SeELTyrA/oU927BzpA2mxEAr74gsxeLEBPOYVMm7m5RPpPOSXwuoYG0hhWVsoIBYD6Au+LkMgkWIxu3QJV5CUlVAY2t5qthgcMoLqccQYR+UGD5G+DBkl/kN69yW+hoYHm7IYGqkN+PrXjoEGR5xPOSBrqvOzs4NC9zEyZzjtalJRQn2Di195IGQ0AQ7Vlbd5MZGDnTunENGIETSx1dTI72dSpxKjPOotUad26BYY5sVqfV3RmHyOsVjkxeDx0Txb0Tid1VvYMZ1srgyfbcBOu2e/qZic7d5IKPDOTbICzZpFKedo08g6226mu6enyfbHwV22evFJUNRtqFAXby0OBV4fZ2VQW3qks2jqpyMwk1fDhh9PL4vAyIHDLZk68wjjnHDmYR4wgR7kDD6RJiGPZOZ45FGw2qmvPnkSuog3pYQLA5h+uY2YmTUBc/pISIqTspGr88GoEIJMJEzSPhyb4qir6sLPR6NHk63DQQfQ/2z1Vv41ISW/Yj4HLFKmenPjI76d3lZERGB4Yq6CxWmmsMtnhEE52mN28me5vt5Nn+d//TtqP++5DizqdSSqvcv1++t9I9JissbZLHdPqezAb80wYzPwAzIhDaakkek4nCb6MjAjqA0jv/WOPleThmmtIZf7EE0TyecWp9jMe37/9JvNSFBdH3yZeL63GQ4WNRgO7XfbfUDt/WixUh9tvl8dycsj8ccQR0keAyw/IvAS5uYH9OZr5JJbz4oWaH6UjkBIaAOmBb0VjI00+O3YEenWyHcftJi/p226j37KzSTiyLQ6gTscqzOzs0PumRwJ7JZsxXqdTDkwOr4olOxvt8Eb1VTs+O+qxg8uFF5Iq8NlnA1No3nijZNWsnmpupgnCZpMZ+9jEweDd7WprqfzRCkJWKzc1UbuoeQNiqXNmpgcnn+zH//5nxciRMpseTy4cq2vMsnf33WR7HzlShmpyXgMhIhMZtR6xlJvNPm63+aTXp4+MqjBLnKS2M7+zhgYyVzmd9Dc7rQHk53DIISRg2HbNCWrUbHkZGYmd9NjkU18vNT9sU6+ujm0MGft2Xh6Vl81R7HXOJjR2nNuxQzp1ZmfL+rGqPj9fJv4xKz9/Yt0kSdUe8GpU3ZWQyYX6vjMzZdgvOSQHj2UjLrmEnAFtNtLy7NxJfx9xBL0XdSyr4PmQ7e+FhdFtFQ7IpGFMOBsb5TbbsYLrzLv3harzlCmknayslOMyJ0eSV0BqZbgebKJLRjQ2ynDh9kZKEABWa/r9VtTVUYfKzKSVkt1Okyzb3l0uChl6+mmyw11xRaAtl1csnOCDnZ7igdMpmanZgGG7PW/hWVsb/bOM9VWRk0PMuKGBNBt5ebTq5fC66dNpBcyTkurAZLcHeswaOy07fKWnx+7UkpZGA6G5WWoZYgF5b1tw6KECL7wg914HyIxw+eW00g+13e7ee8sVA9vC2TbfVixd9ZsI5ygWbp8FtZ1zcgKdkQBqi5ISqsvGjVQ39R1w9j9GKL+N1oDrmZYmJ21OSFRTE52THCNc3waof5aX031dLulkm5NDxx0O6cCntq3NFhwSyGBNlZo0LFqo2j52OORkVBaL7O+hxnak+qrYd19qfzX0DpDOgqHeM8+H7NsQS3vwPgd2O73z1gpajoYKV+f+/amMmzbR++vRI7jMubnU31krGUud2hvhnMjbEm1GAB566CHcfffd2LZtG/bff3/cd999OIKzybQz7HYSLA5H8+8hRMRy2f5o7GCFhRQ29NVXZO9n4ZyfL1cwfN/WZG9Sk1KEAg8u9lCOFrTqk/U1ont3OVAPOID8Adjf4dBDpUrbSExYaxEKLIQ4010sYL8A9pw2hkRGAtd5//3JDmjcgIZ3x4sGOTlyom+rbXEBel+h9kWPBmbt3L27XOlxOzJRKy0N9LZOTw+2S5vlbWgtOBse50DgY8Y8A9EgUt8GSENVUxM4vgsL6XhaGpUhFqLDq8y0tMjOnWbIzJSbVPH9OESSHWZD9fVo6quisJBC79R9RNTUtqGuKSujcsa634HLJd9JVpbUJLUG0dSZy9zYaL7YKCyUi5WOVLNHA86E2d5oEwLwwgsvYPr06XjooYcwatQoPPLIIxg/fjxWrVqF3r17t8Ujw4LD6ux2gczMwM4aCoMHyxSbKsLFdrYlYl15UCKawPqqMKs759tuLVqb0pJXi7EOWq4zp4ztLIhEqsLBrJ0jOZqFWuW2Ncw202FyHgsi9W2G2X1b483O80i814ZK+mWWb0FFtPVVEU89E+HpH82iJhrEU2cztNVurW2BWBZ4iUKbWB3mz5+Piy66CBdffDEGDhyI++67D7169cLDvHenhoaGhoaGRoci4QSgqakJK1euxLhx4wKOjxs3Dss4aFOBx+NBTU1NwEdDQ0NDQ0OjbZFwE8Du3bvR3NyMIjUQGUBRURG2s0eWgnnz5uEW3gRdQaKJgNfrRUNDA2pqauBojU6pkyDV6gvoOus6d02kWn0BXefW1Jllp4jCqaDNnAAtBpdWIUTQMQCYNWsWZigbTm/ZsgWDBg1Cr1692qpoGhoaGhoaXRq1tbXIjRCKlXAC0L17d9hstqDV/s6dO4O0AgDgcrngUry9srKyUF5ejuzsbFPCEC9qamrQq1cvlJeXI6edvaCGDx+OFStWtOszO7K+QOrVuSPqC+g6p0Kd9Vju+m0MJK7OQgjU1tailJOfhEHCCYDT6cTBBx+MJUuWYCLvugBgyZIlOJW3pwoDq9WKsmh2UogTOTk57d6hbDZbhwxcoGPqC6RenTuyvoCuc3sh1fo1kHp17gr9OtLKn9EmJoAZM2Zg6tSpOOSQQzBixAg8+uij2LRpEy677LK2eFzS44orrujoIrQ7Uq3OqVZfQNc5VZBqdU6l+lpENJ4CceChhx7CXXfdhW3btmHw4MG49957cSRvOt0BqKmpQW5uLqqrqzuU3bUXUq2+gK6zrnPXRKrVF9B1bq86t5kT4LRp0zBt2rS2un3McLlcuPnmmwP8DboyUq2+gK5zqiDV6pxq9QV0ndsLbaYB0NDQ0NDQ0EhepNx2wBoaGm2PdevWweVyYfny5XFdX1dXh+nTp6O0tBRpaWkYNmwYnn/++aDzjjzySEyfPr2VpdXQSE1oDYCGhkbCMXHiRHi9Xrz55ptxXT9u3DisWLECd9xxB/bZZx8sXLgQjz/+OJ577jlMmTKl5bylS5di7Nix+OGHH7DvvvsmqvgaGikBTQA0NDQSitWrV2PQoEF49913cfzxx8d8/dtvv40TTzwRCxcuxDnnnNNyfNy4cfjpp5+wadMm2JSt7YYMGdISbaShoRE9tAlAQyPJsWbNGkyZMgWFhYVwuVwYOHAgHnzwwYBz3G43rr32WgwbNgy5ubnIz8/HiBEj8NprrwXd7z//+Q8OO+ww5ObmIiMjA3vttRcuvPBCAKR679atGy699NKg6zZs2ACbzYa77747bHkffvhhFBcXY+zYsQHHORdIWVkZ0tLSMGDAAFx66aXYvXt3wHmvvPIKsrKyMHny5IDjF1xwAbZu3Yovvvgi4PjUqVOxcOFC1NbWhi2XhoZGIDQB0NBIYqxatQrDhw/Hjz/+iHvuuQdvvvkmTjzxRFx11VUBe2h4PB5UVFRg5syZePXVV7Fo0SKMHj0akyZNwjPPPNNy3vLly3HWWWdhr732wvPPP4+33noLs2fPhs/nA0CZOC+88EI899xzqK6uDijLQw89BKfT2UIWQuGtt97CkUceCas1cHpZt24dRowYgYcffhjvv/8+Zs+ejS+++AKjR4+GV9kL9ccff8TAgQNhN+wdPHTo0JbfVYwZMwb19fX4+OOPI7xNDQ2NAAgNDY2kxfHHHy/KyspEdXV1wPErr7xSpKWliYqKCtPrfD6f8Hq94qKLLhIHHnhgy/G///3vAoCoqqoK+cx169YJq9Uq7r333pZjjY2NoqCgQFxwwQVhy7tjxw4BQNxxxx1hz/P7/cLr9YqNGzcKAOK1115r+W3vvfcWxx9/fNA1W7duFQDE3LlzA443NTUJi8Uirr/++rDP1NDQCITWAGhoJCncbjc++OADTJw4ERkZGfD5fC2fCRMmwO124/PPP285/z//+Q9GjRqFrKws2O12OBwOPPHEE1i9enXLOcOHDwcAnHnmmXjxxRexZcuWoOfutddeOOmkk/DQQw+17Ci2cOFC7NmzB1deeWXYMm/duhUAUFhYGPTbzp07cdlll6FXr14t5evTpw8ABJQRCN5MLNxvDocD3bp1M62LhoZGaGgCoKGRpNizZw98Ph8eeOABOByOgM+ECRMAoMV+vnjxYpx55pno2bMnnn32WSxfvhwrVqzAhRdeCLfb3XLPI488Eq+++ip8Ph/OPfdclJWVYfDgwVi0aFHAs6+++mqsWbMGS5YsAQA8+OCDGDFiBA466KCwZW5sbAQApKWlBRz3+/0YN24cFi9ejOuuuw4ffPABvvzyyxYCw9cBQEFBAfbs2RN074qKCgBAfn5+0G9paWkB99DQ0IiMNssEqKGh0Trk5eXBZrNh6tSpIfOT9+vXDwDw7LPPol+/fnjhhRcCVsgejyfomlNPPRWnnnoqPB4PPv/8c8ybNw9TpkxB3759MWLECADAMcccg8GDB2PBggXIysrC119/jWeffTZimbt37w5ACmvGjz/+iO+++w5PPfUUzjvvvJbja9euDbrHkCFDsGjRIvh8vgA/gB9++AEAMHjw4KBrKisrW56toaERHTQB0NBIUmRkZODoo4/GN998g6FDh8LpdIY812KxwOl0Bgj/7du3m0YBMFwuF4466ih069YN7733Hr755psWAgAAV111FS677DJUV1ejqKgoyCvfDH369EF6ejrWrVsXVD5+popHHnkk6B4TJ07EY489hpdffhlnnXVWy/Gnn34apaWlOOywwwLO37p1K9xuNwYNGhSxfBoaGhKaAGhoJDHuv/9+jB49GkcccQQuv/xy9O3bF7W1tVi7di3eeOMNfPjhhwCAk046CYsXL8a0adNwxhlnoLy8HLfddhtKSkqwZs2alvvNnj0bmzdvxrHHHouysjJUVVXh/vvvh8PhwFFHHRXw7D/+8Y+YNWsWPvnkE9x0001hCQjD6XRixIgRAb4JALDffvuhf//+uOGGGyCEQH5+Pt54440WE4OK8ePHY+zYsbj88stRU1ODAQMGYNGiRXj33Xfx7LPPBuQAANDyrKOPPjq6l6qhoUHoaC9EDQ2N8Fi/fr248MILRc+ePYXD4RA9evQQI0eOFLfffnvAeXfccYfo27evcLlcYuDAgeKxxx4TN998s1CH+ZtvvinGjx8vevbsKZxOpygsLBQTJkwQ//vf/0yfff755wu73S42b94cdXmfeOIJYbPZxNatWwOOr1q1SowdO1ZkZ2eLvLw8MXnyZLFp0yYBQNx8880B59bW1oqrrrpKFBcXC6fTKYYOHSoWLVpk+rypU6eKIUOGRF0+DQ0Ngs4EqKGhYYqmpib07dsXo0ePxosvvhj1dW63G71798a1116L66+/vg1LSFuolpaW4t5778Wf/vSnNn2WhkZXg44C0NDQCMCuXbvw6aef4vLLL8eOHTtwww03xHR9WloabrnlFsyfPx/19fVtVErCvffei969e+OCCy5o0+doaHRFJJ0PgN/vx9atW5GdnR02FlhDQ6Nt8NJLL2HatGkoLi7GPffcgwEDBqCmpiame5x99tnYvn07vv/+e+y///5tVFLyOXjwwQfR0NDQZs/Q0OhMEEKgtrYWpaWlQdk4jUg6E8DmzZvRq1evji6GhoaGhoZGp0V5eTnKysrCnpN0GoDs7GwAVPicnJyE3dfr9eL999/HuHHj4HA4EnbfZEWq1RfQddZ17ppItfoCus6tqXNNTQ169erVIkvDIekIAKv9c3JyEk4AMjIykJOTkxIdKtXqC+g66zp3TaRafQFd50TUORoTunYC1NDQ0NDQSEFoAqChoaGhoZGC0ARAQ0NDQ0MjBaEJgIaGhoaGRgpCEwANDQ0NDY0UhCYAGhoaGhoaKQhNADQ0NDQ0NFIQmgBoaGhoaGikIDQB0NDQ0NDQSEFoAqChoaGhoZGC0ARAQ0NDQ0MjBaEJgIaGhoaGRgpCEwANDQ0NDY0UhCYAGhoaGhoaKQhNADSiQ3MzUFcHNDV1dEk0NDQ0NBIATQA0okNzM+B2A7W1HV0SDQ0NDY0EwN7RBdDoJBCCPn5/R5dEQ0NDQyMB0BoAjejABKC5uaNLoqGhoaGRAMREAObNm4fhw4cjOzsbhYWFOO200/DLL78EnCOEwJw5c1BaWor09HSMGTMGP/30U0ILrdFB8Ps1AdDQ0NDoIoiJACxduhRXXHEFPv/8cyxZsgQ+nw/jxo1DfX19yzl33XUX5s+fjwULFmDFihUoLi7G2LFjUattx50brP4XoqNLoqGhoaGRAMTkA/Duu+8G/P/kk0+isLAQK1euxJFHHgkhBO677z7ceOONmDRpEgDg6aefRlFRERYuXIhLL700cSXXaF+wCYA/FktHl0hDQ0NDoxVolQ9AdXU1ACA/Px8AsH79emzfvh3jxo1rOcflcuGoo47CsmXLTO/h8XhQU1MT8NFIQqhOgFoLoKGhodHpETcBEEJgxowZGD16NAYPHgwA2L59OwCgqKgo4NyioqKW34yYN28ecnNzWz69evWKt0gabQk1AkATAA0NDY1Oj7gJwJVXXonvv/8eixYtCvrNYlAPCyGCjjFmzZqF6urqlk95eXm8RdJoS7AGANChgBoaGhpdAHHlAfjzn/+M119/HZ988gnKyspajhcXFwMgTUBJSUnL8Z07dwZpBRgulwsulyueYmi0J1j1rxIBDQ0NDY1Oi5g0AEIIXHnllVi8eDE+/PBD9OvXL+D3fv36obi4GEuWLGk51tTUhKVLl2LkyJGJKbFG+0MV+DoZkIaGhkaXQEwagCuuuAILFy7Ea6+9huzs7Ba7fm5uLtLT02GxWDB9+nTMnTsXe++9N/bee2/MnTsXGRkZmDJlSptUQKMdYFz1aw2AhoaGRqdHTATg4YcfBgCMGTMm4PiTTz6J888/HwBw3XXXobGxEdOmTUNlZSUOO+wwvP/++8jOzk5IgTU6CMYwQA0NDQ2NTo2YCICIYuK3WCyYM2cO5syZE2+ZNJINRsGvTQAaGhoanR56LwCNyDAmANIaAA0NDY1OD00ANCKDBT6HcpppALxeoLGx/cqkoaGhodEqaAKgERnROAE2NQE1NfStoaGhoZH00ARAIzqoQt9sR0C/H/D56KOhoaGRrGhq0vPU79AEQCMyVPt/KB8Av19+NDQ0NJIRfj/gdgNVVR1dkqSAJgAakaGaACyWYCHPWQL1RkEa4dDYCHg8HV0KjVSGEKTB9HjMNZkpBk0ANCKDCYDNRv8bB44aJaA1ABpm8Ptp0q2s1CRRo2PB85SeqzQBAKAFVyTw+7H+3l2M70oV/vo9apiB+4bPpwmARsdBz1UB0AQAIJtQTY1WCYWD308aADMTgNYAaESCOunqPqLRUWDyqecqAJoAEJqbgfp6HcIWCjxYVCdAY1ggfzSJ0jCD9hPRSBboxUoLNAEASGjplUlo8IStagA0AdCIBVpLpJEM0CaAAGgCoK5MdIcwB78jq9JdzLYI1hsFaYSCav/X40yjo6DuZ6IXK5oAaEYYBfgdWa0yHbCRADQ30296UGmYQZNEjWSB1la2QBMA1TFJE4BgqBO21Uof4ypO9RHQNl4NM/CKS2sANDoS6nymCYAmAAG2SZ0eMhjGrYBDaQA4TFCv8DSMMK7+4yEADQ0UqaP7lkZroAlAADQBUNX/ukMEQxX8ahSAOokbfQT0Ck9DhdpfmCTGCp8PqKvTJF2j9WBtpe5LmgAEqP41AQiGqgFgAsDH+ZsJQLjtgjVSF6qjrVkeiUhQNQd6jGq0Bupcps2VmgAEqK91hzCHKtyNGgBVpWa3axOARjAi7SUR7fWaAGi0FqpDs/ZH0QSgJTzJapVOSh0Brzc5N0pRGTMQvCOgqiHQg0rDDKqWLZ5IER2po5FIhEtrnmLQBCBZ7NceD21R6fW273PZ+TEU8TE6/xmPqwSB36HWAGioUAkiED8B0ORSo7VQiajuTylOAFT7tc3WcR2CY1Kbmto/HXFTEzlXud2hy2bUAADBJgDVPyDFB5WGAUwyeTfJeAii1gBoJAJaWxmA1CYAamhSRxMAtm+2twbA7yfh39gY+hx1wtYEQCNWsOC221tnAkiF5C0ej96YrC1hnO9T/D3bO7oAHQpVeHUkAVC9pNtbA8A+EEYVP0N1kmSojlyqd7cmAO0Dn4/6ye9+Kxafj4ijxUJCNtnAfcTpDPS+DtXnzK5PFQLg9ZJGzmYDMjM7ujRdC8akZkDKz1VJOFu0I3hl0tHCS1VvtrcjYHNzeOdHVcAD8l2FIwDaB6Bt0dQE1Na2CEOb10urRrsdyM4GXK4OLqACFtp+P+BwUP+OlwAAXTt2W9UCduV6dhTUeYnTmmsCkMJQ7UEdSQBUU0RzMw3+9ljJMekwi+VnGBkz/84rMb6W7bt6P4C2h88niaLXC7/VSqtGi4WErBkBYNOSw9F+5QSCV13qOLNGaYFUHU47MlKnrcFknD8aiYdxzk/x95zaPgDJor5Whajf335+AKpqlR21QpXN6ARoTATEA0qz6raFum9FTg6Qnw+/y0Ur/1ATmhDk41FV1f5tYySX8YyzVMnVweS/I3yBUgFGfyWdDTDFCQCr3Hif+3gYoc9HecpbM7FyOXhF1F6DX9UAhLOvRuMDoK7uUpxVJxTGdmF1OiC1LoAMwzTrO9y/PJ6OcTJVV1zx7Bdh9EPpqgRTFfx6DCUe6qIl3pDULobUIQBmk4668ubJKdYO4fGQPbampnVla26Wav/2cgRUw6pCEQBjngR1la+qZLsiAWCnzI5ccbrdQHW17BNGssgIN6FxO/t87b/iMdMgxeNsq2421VX6lwpuH6+X5gGvt337nd8P1Ne3vxNye0PNWaJNAClCAH4X0lbj6seoAQBi6xA8YBsbYwvdMZIRXtU5ndQx28sRkOvPk7JROLA6Egj2ATCaD1QTQFdR0TK5q69P/L2jXQU3N5OGqaFB/q+SRYaq0jTeVyUAHaUBCGVCigYqYeiqsduqM25HRCT5fJJsdlWYmQC6skkpCqQGAfhdNWpRG9qYBCgeEwAn7uHJtbY28jXMtHlrU/XjcFBZVcGbSBhXT1xurr9xwmlqIoFhtQYKHHUVZ3Twaq9B1R5JYZqbpe08kStnIaLf3pZJGhMA1koYnfmsVmkjN74XvkdHhJmaOYlymaKFOk5jvbazgAmAzSb31GjP1Sm3UzKmI08UjPlMdDbAFCIAxoZW/4+HEbK9rrGRHLDYEzvcoPX7aSJnjQGTB3WCczikYE40OHyMB7lR86AKB65fQwOQkSGPq45cqkd2a1W8sYAFaHV12xENFpptsTLyeGTCl3AJmNS+wWRTDakzIpQZQNX0tPcEz32ZCWQ8/YPP7SypptnfoqGByH40Whceb05nxySp4ed15SgLIFAbpf0AUogAALAAsrFV57doV6/MkL1euTq2WIC0NCA9XQpYt9v809BA33V1ckI3qqV48LeFqpYdFlXtgypMVNLh8UhC4HQG3ocJVWNjIAFIRC6AaGKgWZVdVydXxvGChaoR6mTodFK71tW1fnLkTZ+4L4RbkataFtYCGE0yKjiKxFgf1WyQqBAzTl0d6X0YTRaxmolUx62O0ADwmI+l3RsbpV9QZSVpkMKB25cJAL+f9hRMKtnsqp7x6lwLhNaYpRBSIw+AKpi4c6vC33hOqBhlFuJ8ndtNwh+g2OvGxvB59QGaTNLS6Fyvl65TnaTakgDwipYFKHd8u12aHljo+HxURnX1z2BBU10t07syWpNj2++nZ3o8QI8eoc/j8ns8tMKKN2OaGsGRnx/4myq4srJoImdnPJeL3ku0iWwYLEwaG+WqOFxfUUmqxULncluZPdvMS95I9Lxe+qgRBPGA00fbbBSOaHY/o3YLiN0EoPpK8D3aUzA2NlJdXS7qB5HAgpuz+UVy5mMzE59nt8v5oCNMAKmkEo8nqoTnzWRKttUKxKwB+OSTT3DyySejtLQUFosFr776asDvQgjMmTMHpaWlSE9Px5gxY/DTTz8lqrzxgxubCQCrUlVBH0l4sQq/ro7Yvd8vCQBPhDxwQ32yskhbYLXKFbRKRKxWuleiVbVcX1W480TDAoXZP2s4APOOnpFBApProQrg1pgAuGzhwtWYHLnd9CwWpvGACVF9fXB5eUXmcNCknJtL/1dVAXv2ROfvYQTXzeOhvsIOn+H6G/dRm01qnUIJb7OVo7rCYfNSa8klt1N9PZGiPXtoXBjbQX22MYw0VodZVVNnfA6bhBK9cuX3HYnUm5UXINMgC3Sz+nq99A55TklPDzaxtRd4fmor82MywBhOGg8ZZZ+gaPtDkiNmAlBfX48DDjgACxYsMP39rrvuwvz587FgwQKsWLECxcXFGDt2LGrjmTATCaO9hydC1bktHAFQHany8oDu3elbXYk5HDSxh/uwvZ1jtr3ewLAumy2yYAgFngjNOqdafkDen8vPjkeqEHa5Qq9y7XaasLKyAklCa+y0PHlyrnszsIlACCIevIKKB1xXY+IVVSXL5hGnEygooDb3+eIzB6iOXkwswml7+H3Y7XQ+E5ZQ2fzMHFlZCPM+AYlIfsJaJNU8UlEh1d3cx1QCYyxjLH3b6GhqFIxt4aehamuamqIn5CrpsdmkRs/snTc1EQFgPyLWtoXL6dAWMDojd1UNgNEEECvR4n7f2Nh6/yOe9zsYMROA8ePH4/bbb8ekSZOCfhNC4L777sONN96ISZMmYfDgwXj66afR0NCAhQsXJqTAccOoAeDGVCfTcIxQZfHRpjANBU7Zyl7ZRi9pXjWoQjCazsaCu6Ii+HwW/kww3G46X9U8CEHX87tpjZorlCe6SkLMrmGhHEpIMTmw2SRBMQvTi9aRkwmA+jwuKwtfFXY7aX2ammJfBRhJp9oHQp3PURpOpyxXqDTRZgJSFcL8aa12id8Z7z1QUEDPrasjAqBGLJgRACB2DYDqYxLKyTFeImgGt1tqa9h0Ek2ZVcIFyLFs7PNMMpua6B2q81C0zmnRCqBIAt0Y0RMLQYxVCKoako5Aa5wAeV5iEhBveDA7VydByGVCnQDXr1+P7du3Y9y4cS3HXC4XjjrqKCxbtsz0Go/Hg5qamoBPm4AbW/W8N3pThyMAqskgVtuvGXgSZ+GjqnV50lCzgtXWRnZ4U9X3ZjkP2OfA5Qp2zlLfD08A8diJzd6h30/CobqaPqHC6lQthZmQ4jp4PKR9sNulHV0VohySGWmLY5WQGCMgwpE99tuIxQGRn+fzSadKfr/hNABqaBj7XoQiACwg1brwO2Xix7/HOwnzapbt4lwP1nD5/ZIYcX2NIaRcrmifZyQAochlosJneRxxBIzLJSMxjDBqB8xMenxPszKr5J+hagBCtVNTk4wkCodoTBiqr4nNFv07dLupDLEQBg6B7ggYTQCqJjaaa9n0mJkpfaDi6W/cZyJFjbUDEkoAtm/fDgAoKioKOF5UVNTymxHz5s1Dbm5uy6dXr16JLJKEOhB9vtC2SSC0BsAoqFsDjr3nQa7el3/jwc1CL9zAUTsoryxUcL3tdhJAPBiMBICFodHzP1qYRQHwhFpTI0mAmXDmMoUKV2NyIoQkbmlpwas/fg+VlaEnUNUngu3r6m/hNmRyOOia+vroB7CZQxwL5VBEhcvIwj83V/qZmCGUBoDrwr4ErbHzqqTJ2Ef4GSxs1GczYjUBqCtGNYJAbVe1PomYUHnlb7FIommmxhdC9jP+TSVcQHgCoGpmVKg+OaHeEzuwVlaGrwuT6bq60OcY33G0uSLYFBateZfbqa4uPvNGa/0T1Dqq39HUl8ml30+kMCMj8nsNdR/WIJjN0+2MNgkDtBgmKCFE0DHGrFmzUF1d3fIpLy9viyIFCjij3Z2hqic5lIcHYCT7a6zgyZ8FmpEAqBMpq73DhSNxB+UJUBWgqrBj2zMzX2N4FvslsHNjrDAjUUwA2EcilE1UFRhGuzyToMZGKhs/h4Vxba2cyJgAhFPTqyYddrrkd2tcqZvVMS1NOsJFahv1eerqkG3EZqGPZoTBbg9vllFV5Gq/VTU9rc0zwRMY91EVnDCKTVFcB7OsharKORyMDoBmBIAFZShnu1jA/V+NgFG1Yyr4earGjd+tcZVpdq3RPKIiUi4Ansc4SiEU1DKGO0fVbkbzDnmMsCNjtG2pamtiBdveW0MCVPOMmjwrUvm53/M1aWky94sZjPMXg+cKfmZXIgDFxcUAELTa37lzZ5BWgOFyuZCTkxPwaSsInnh4JRkqnarHI52KuHNHWhXGCnU1xs9mqIKBbfKsKQhnG+esfTZb4KrSKHysVrI7shc/l0ddmcVbTyMBUJ36eNCYTYj8jpmkqEJKdcgSIjA0ke3jv6tsLTxQWfBFWl0zIeLnqRNUOC0Ix2vzCqi6OvxqIJQwDOUHYFyVRQNWHav1M5II/j1eBzNuy1BEmH0V3O7QWjYzIR4KxnfAgpGPq/2mtStEQJJGqzXQVGPmO8F9jMcel8eoWTNbVZuZ/lSEIwBqX/X5ImsGmSyEet+q+p/3Q4lEAtRxxoQvErgvxtNO/JxQTs7RgJ+vRgGEc9JkcDtwCDcgzXJqxJQK4x4egOwnbreM+OjgzIsJJQD9+vVDcXExlixZ0nKsqakJS5cuxciRIxP5qLgg1DAp1cObwZMTDyrWAqgrqkQRAEBO/qpjivE3Dm8KF6KjCtmMjOCEL6oqmeF0yi1kue48+ONV//N9VCKhlp1THZvZoVV1J7cLDx5OpOTxBJaZwYOyoQFWnuxYbV5XF9qkw+epTpeqD0Q4Z092BuTETkwCwpkcVNWweh+O3mCPcHVFy+80Wqh55FUCYHR8imflweSIfUnCPd/joXPVsDauSyx+AKpZiMsvBFruqNYRaB0B4NW/xxMY2qrailXBqI5J7s9Guz5faxSqav8zQ7hkQGqdnc7wQlF18Av1boxmIj4WDizM2GcgGgdMVfjHqqlR/ZviXTWbEWrWAITrN9znm5sD+z37UhnfPd/P2C4qWcjIkFreaM1hbYCYCUBdXR2+/fZbfPvttwDI8e/bb7/Fpk2bYLFYMH36dMydOxevvPIKfvzxR5x//vnIyMjAlClTEl322KHa41ggqVCdstLTZXY/tvUaJ7PWQrUFh/qNJ5dQtkRAsmNetf6+CrNwx+LJJpz5gjUHrfX+BwLViFw2FvzqhKh2fHUSdzgCzRFNTdIhy+xdsRBvbKQ6MxEy8w8Agh3y1HZnhq6aGUIhK4sSFuXn0/PYccwMXC5jG/CkW19P8fS7d9PzjQ5L0YKjObiPs/BUV9DRRAI0NwfvDqfmZwgluFh7xc62ZuWPJVmU8T0YfUx49cor2NaoVNm5kcM0GWrUjjFahJ/HBMBM62H0IVCJQiiyHU4dr5JJDoUNpX1StX+hhByXm9sukkBUIxgyM6U/TCSNTms0AEwAWhPtoTqUMqLJLqnOYcZ2tVqDx7yqGeKysmmysVGu/o3O3h2AmAnAV199hQMPPBAHHnggAGDGjBk48MADMXv2bADAddddh+nTp2PatGk45JBDsGXLFrz//vvIzs5ObMnjgDCGEZnZMLt1o1jv9HQpQNhmkygHQIbTKdMIG6E6CTIhAcwnBF61cgf9vZwtBEB1AAyH7GwSZmZEYfduYPp04Lvvwt+D3xELC1YPqqTCLP5dFVY8+fGqn5P+hPJLYGct1WTgcEhnR+MAVSdF1TueM7Kp7ztasKd4qJBEVQtifF95eUQgHA5qS9ZaqOrKaKGu4NTIFfV3s9WssbyNjfTe9uyRKzYmR2bZIdX6MJEMpeI2cxRlJ1GzyTAcATCSnNYQgHCmH9Zs8P25TZubZZgg+/MAge/cqGZWyW+o9g0XLqn6dTgc9KmvD16Jqqv/cEJX9QGIRgPAbSsE9Xs2wUVSzatliKWd+Do1JDNWAqGajcwcvyNpAMz6Mvd1DqlWz+cPr/DNnGcjhQG3A2LWZ48ZMwYiDNOzWCyYM2cO5syZ05pytQkECxfV4cUItZHZwYxtgolyAGRYLCR0zaA6CQLUacyy3nGiEmaWfK3NRgSA88ebCR+z8oQ6529/A/71L2DTJmDx4tD3sFppVVBTQ8KDSZSaRtXM7qZO5KoQYRKQmxu+7GzLB2R+ADYDsBlFDb1UyQaXm4UPmypiAU/GDQ3BhCfShK8mjGFtBxOaWEmn6tnMtniVzHAbs5OkGdHh31jzVVkpvZ6bmyM7iDqd8lozbZKZh7u6P0JhoTxupgEwMwGoiazMTC2RoGqFQqW/BoK9/TkihVeoqrmCYdTe8bVcHzOooYBG8KqR+3lmJoXW1tUFto3RV8JMqKvmIu6DalkZLPS5rjyeLBY5N6lzkBlUTQP7JESjUeXn8SKgoSG8+STUs80QTS4Aft/GfmGxUBsw+eI5jskya1NYfhi1COpiqYMWyG0SBZC0UNXP0XQe9vbkFVCiCUCkZ7N9jbMHGlc4LBzr6qRNGpAEAJAJK1yu2IUao6YGeOEF+nvFisiqW9ZqqB7K6oRs5ohmdJ7iCd3tlkQsHKxWICMDfqtVTkI8QI1e0DwBGz21mY3Hs7cAayH8fqk6V9XC0ZiQeIJrjdZJjebg5xuFsJkGhs9n4d/QQGXhCY53sczKijxpqzn7zcaZcRXPEzzvL2DUDKmCQiXx/DsLfNX/IVaoPhdmZeY+ouY44DbllRy3WajoIjVSwOiTY/Y8wDz0kJ+triSdzuB4f9U8EopMGFfGoTQAHg/5uFRUyL6tPp/9bcIJUtV0YdSIhLuOtXJs6ovXe97MBKBqxMzA2odQ7cUyQVX1MwHg+YA1tGaaULVPdQBSiwCojm7Rskfu5JEGbFuAbd7src8dlQcPC3+rNXijEu6YDQ1Uh2g2MgmFF16QNsbqauCXXyJfk5kpvVyN743JjHGiV1fp6p7o0QrktDT4Xa7gpEpGYccrPZXQ8SSumFBiBmsOjEmPeGUYzX1VB8h4VrKq7bihQbaD8Rx+Bn9zXn9OOMXRFllZ0iTAq71I4IktVJ2NToAsULgPqPZso+bkd9NYi3mL+4jqzBmPI6CZv4QK1shxu6jOfirhMauzMfLF2NfNoEYCqQJCFZaqViQjg+6rZpdTV/fq81mA8m+quYnnSGMWUiZonMtD9RVSF0qhfGBUMqL6U3DfqqoKH/HAyb/4XcbqPa8SHTOn1HDZOMNp71jLyHH9/GHizf4RTHKNadM5bLaD/ABSiwAANFDS06N3dHM45AY+iXQAjPbZeXnSH0BlzuwcyOp1E894v91OAiCczTYShAAef5z+5gnr888jX8f+FOyoZPzNOOiMXvLsH5GVFb/mgp+lThihokDS0uTzWvMsVuXxzpBVVSRUo1VZsimB8wrEqwHg1alZPzc6ArJzUl2dnMg44RAnILLZoldTcpuzp7MRfEz1ueB8+Dxhqk6hqi/E7+FXFiBQGKse7PEQAL5POJs8a5M4Pwi3qUq61BwAan05ukgdv5H6Q0aGdMZUy2lmwmTnX1bFA/Idcnvz4oFj9zlqRX2/ZipxVah17079k0N6GWyOCLVHhko0VKdIHov19eb+M/xO+To1R4r6HNVcGMrUYQZ+j2p/Mz6f+4XZ/M/9gomr2gfUfCtNTXI8qehgP4DUIwCcvzwWoZKeHv+Ws4kEr6rUgcPx6Cbn+lk12BosWwasXk31v+giOvbFF9FdqwoPYz1YE8MTi+rJzedkZ7e+/EZhpz5TnYBZwLVWy+N0EmnjDaMyMmhiixSFwWAzQCQnsVBQhU2oPqtqk1g92dREbZWXR9/qczmBUyxkJC0t9POdTnrP9fVEkHjyYxLGPi2hVm3cJ9jBivtNtA5doQRUJJ8LFnrsrMgOg6pGy0xTqJqYmNxEo1Hk8VtfDwsLZC6nWb9glTNrDNQxpS4e1MyixjA01fdANdGwEGRto7FtOUkVm3GMUNXv3FZMhLj/cTIvFerCgMumes+zFrS2lj6VlfQxu5eZz4FxYWUEm5jCtRVrJqqrZd4WjmTivBihsqtyG7dmkdMKpB4B6MxQHcV40LT1vtSPPUbfZ50FjB1Lf5sRAI+HJvNoYBx0kdRsrYHqS8Ge77w6bo9Bl5FBm+VkZkZPZnjyiCfs1GIJ3Hky1DkOh1S/er3hHUATDYuFtEN2u9yzgf02uMxqZkfjxM2TMZMEvqeZZkkFr6bNNmFhwRqujdjBlTUW6uqaCW0oswev9FjoApEJlRLdYmWBHC5SwWhqUN+d6uPCKnWVaKnE2+ikaaYxM0NaGl1nFpJoFuXD45Ed5tj3xHhdKHMdm6uqq2XeFtVXQb2XSib5f/W9hTId8fuO5K+RmSlNIEb/CCB0eLUmABpRgwcOs0z2dG8rNDYCb75Jf194ITB8OP29bh2wa1fgueeeC+y3H7B2bXT3Nmbf48mmLcwsPGHwhBON+jWRsNliS63MoYHxZsW02SITQ9U3gsOr2hMWC2kasrIC3w+HtbndgbHlZgSATQBMlFTBYrYJDjuD1tYGR6Cw8I7ULzjsjfcK4GcyoQoVupmRQRomIQIzykXC76p9ixDSnyRU/zUSICbYTIL52WoIH0fIqGVWyblqMovUp7jtzBITqe9GLScvZDIz6XfjvgJm/hJMVnhDJCaUeXkUxpyTI0mO+nyA5rRhw4BJk+SxULkAIhEuFWlpdA6bJlRfJr5/e4+xKKAJACBZY7JDtTUya25Lv4RvvqFBVlQEDBlCA2zgQPrtyy/leeXlwDvv0MB/8cXo7m21BmsA2qouquYknDoumcCpRtsKqiNgPHkPEoX09OANjrKy5AovhNpW8IqbtRdA4Eq8oYEIQEWFvI7VzUbHOjUsL9JKzGKRjpHqhM59LJRmiU07OTkkpKI1KbKDHyAd8IDwkQqqkyJrJFTTEK/mOYmQ0fTB5FB1bDOazEKB/RaMWgA18kYtJ7dferoUoKoPg5kHPgtVDr0zmnRVxzwVQgCrVgG//QZ88AHw9dfyvQHBGgAzh8tw4H7B75uvy8+nuTMJoQkAAPzxj8C++wIbNnR0ScJDHcTtof5nZ7/DD5eT7GGH0bdqBnjtNfn3G29Ed29VmxGLl3w8UEO4eEJJQjYeNTg8sjXgSUoNoUsW2O0y7wA7TxkgmEAacwSwIK6rCwzHBKQGwOitHikCwKx83bsHOkWqZUg0nE740tOlb0l+fujnqA52aty9unjgfTmcTppDmpoCBSyHDNfVydwPoZzgjFBDEo0qeNWWr5Jy7nvsw/C74LaoZghVALNQLSgInbSJ8/Sr2ReFANavl+c99xx9G8M0GWoERTR1t9moX5jlLOkgFX8kJGep2hOrVgHvvUed9YMPOro04aE6E/n9bb+KXb6cvlnoq3+rkQCvvCL//uknMhFEgmqvZDtwvDsQRoIxhMvMG7czYfZsoKwM+OST+O+hOgK2hzZECNIOffppdOdzCGwIAuDn8hvVw5yoRghakXE2NmMmNl7dAoEr5XjBgq+t+jAQqD4PBRasTKqNancjAc7JIVKhEmKrld4/+wjEknSHNSTs78BqdqMznWoC5HfGXvO/RxJYjOGJZs8KBTU3AyDLoRKAl16SSXqYDKuIFBkS7h10EmgC8PTT8m9VrZ2MUJmzqmZqC/j9cpU/YgRNAps2AfvvT8e++YYG1+bNlBzIYiEzASD9BsKBV52slu/Wre00GmwDZfV/krLxqFBbS46ZTU3ADTdEn/SmoiLQSZMnaperfdT/H3wAXHwxOZNGE8PNzoyhBDOv8owEID2dVmHsBGm1SmGvZpNrbpYq4kT4hVittPJrTchtIsB9WyUAqqMiq9PVxEpmkUSsBeCse7GQRLtdJgJjmz6bEYyaEpWMWK3BSZVCRTxEUwYgOAHYxo3y/6oqMl2GygXAfkPJbi5sBTrxTJgAuN3A88/L/1es6LiyRAue9OLtlNEmnPj1VxogGRnA0KHk9Ldnj4wF9niA224DXn2Vzh8xArjgAvr79dcj358ddwoKYg8xiwdq8pHOPKBffVWqVn/8EZaXXqK/V60C7rjDfGvY2lpqn9GjA4Uvh/e19YpFCGDuXFmWaLUAdjv1j1D5B7KzzaMrVDUz24rZ+c1ul+ezBzzbots70VdbQHWwU6MA2GE4Gmc+vg9vcGX0d4gGnDelpiawLDzOQy1knM6W9rCwKSOe8cr35aRWrPlgDcABB9D3c88F5gLg+ZH9RWJJGtcJkdoE4PXXKWaUc4+vXUtCLhYsXAgcfDAwZQpw773ADz/I39avB84/nz7ffx/6Hj4fMGcO8Kc/UXnCIT2dVhqxrtqEAP7v/0h1/Mgjkc9nFf/BB9PgV71zp02j73/8A/j73+nviROBk06igbRiBbB1a3TlMrL78vLgCINEgCccNYVqZ8Szz9L3XnsBAGx/+xtKli2D/fjjScg++GDwNa+/DmzbRhqcaJI4JRr//S/w1Vfy//ffj/7acHZ5Dr8K9Tuvbtnuzc6fqpNYXZ00GXRmvxCGGgmhCn+A3lUsmjbOyxCPtpGTQXF4MGsjuCxOJ81jRnLHZoDGRukDEI8AVk1cbMZoapIagBtvpO///hfYsUNmMmQC7fHISA9NALooWP1/4YXA3nvT3+pEFQlr1tAOeWvWkNr75puBUaMoXn7WLLKXL15Mn9GjgbPPJrXtzJnAffcBO3eSo9I55wDz51PK3QkTqEOGAqswY1213X8/fRobgb/8JdD0YQbV/q9uc1tYCBx7LHDeefR/RQWV5dRTgeJi4NBD6Xg0ZgAj1q6lUMOjj4491Wck8IQQS3a95cuJ7CxYQP0ingxzofDII8CMGZHr+cYbwCWXAFu20PtZvpzq8fLLQEkJLOXlOPSuu2DhLGqqQyZj0SL593//m7g6RAN19c/mo/fei/9+P/wA6z33ICPcGFGhplZm+7+ava2qiib9eDaASkYYIwHUecJqlRn7ogGbYSJtxBUKHDLJZgSjLd+YthuQWhvVdh+PdlBNwsPZESsqaL61WoFjjiHnZr+fxlJaGvUBTirExCEcwQyHmTOBgw4i4p3E6LrUJhxqa8kB5H//o8adOpVWR2vW0Or1+OPNr/vwQ1rxX3YZxZJedhmpF488Ehg3jibn994j2znbz486ilTmixcDb78deL/bbgNKS4mVpqURG/7pJ3r+a68Bffokpr4vvECOYwAwciRl97vqKqovhyMddRQNCJ4E1QgAZsWZmUDPnjRxXnABsH071Xf0aBL+AHDKKVT3J56g6IpYbKK33kqTxaZNwFtvUaxuKLzxBj17yxaaxP/6VyIOocBhT0B0A3rdOuDMMwPDQwcPpn5TWhpVdULi1VeJhAG0kr/ySvPzvF4imLt2AZ99Rm0B0ORVUkIk86qrAAD+c86B9aWXyBSwZo0ktJs2BToLLllC/S4RqKwkG+r771O/6dWLVKunnSb70ZIlwMqVpLF69lkiiL/9RmRmwIDon7ViBXD77cBHH8EGYPChhwKTJ0e+Tk3HqobopadLm7QxrW1nBps+wm333J5lycqifhKt6ZEFtxrloraNWVhoKKh+AE1NUhj37k3POPFEmuf+9z/giitofqiulvknVHORGcw2fgJI2/voo/T344+T5jVJ0UV6fXRw1tTA+pe/0OR49dV08KSTaOLiJDeh/AAqK0lT8OKLtAIeP57OzckB/vlPmogXLaIJ+K9/BY44goTg668DTz5JHe0vf6FV38yZwCGH0KDYuJHUcm+8QZNl3740QZ5ySnhNQJSwfPyxVNlfeSVN2BddRB38H/8A5s2jzwknAIMGATfdRDba9etpoB16qBSCnJime3f67brrSJOhqp1POIHqs3o1vWM149bGjUQKBg0ioqPiiy+kPwEAPPVU6EqtWUOJh555hpzLVq6k92+WglRFenqw6aS2NniirK8H/vAHqveQIUTIsrOBH38kohdtsqNQZb/iCvn/XXeFNvu8+640h5SXA//5D/19wgm0IdP48Wi+6SZ8fdVVaF6wgEgcEKgF4F0chw2jyWrVKiJNrcXcuUD//kSCFy8mYnTvvWTuuusuOqexkUgKQOat/v2JgAKxaQHWr6dx+tFHLYe6//hjdAKOHcuMtlxOaRtqvwKAVoP/+hdw6aXBbf7DD6QZmjIFuOYaWRYh6B3stRcR2HnzyFG2LbFtW6Dpkj3sQwkoM3g8wN13B4/LaPDWW9SuV1wRnH7Xbqf3zKGG27fTJxyM7cQ4/3yau6MN11ajfzIypP2/f3/65r64bJnUDnE6Y48nfK6GF18E+vWjd2YE93+ASG8iNYeJhkgyVFdXCwCiuro6cTf1eoXv7ruFJzNTJhfde28hbr5ZiC1bhKipEeKzz+h4drYQlZVCPPecEOedJ8Svv9LvV15Jv+fkqAlKhXj4Yfo9ns/SpULMmiXEypXy2M8/C9G3L9176FAhfvxRiBkzhMjPp3OjvHdTRYX4cP584c/KontNmiREVRXVrapKiDvuEOIPfxDioouEmDw5uF6AEPvvL0R1tRCffkpl3b5dPuOLL+jY+vXyWFWVEMuXC3HffUJYrXSP2bOF+M9/hLj2WiHS0+W9J0+W11VXC3HYYXR87FghLBb6+5tvzOs3aRL9fthhQjz4oBBlZUIAwnfzzeLVV18VTRUV0b2nDz6gMh17LL0XLsvpp9P9CwuF+OUXOv7DD0L070/He/Sgd6KWn/tJuM/27fROASFGjRJi4ED6+6qrzM8fN45+P+88IQ46iP7u1o3KvXSpEJ99Jpp27ZJ1XrCAzjngAFmuAQNkPx0+nP5esCD+PltTI8Szz8p2HDhQiOuuE+JvfxNiyhQ6ZrMJ8dFHQkybRv+XlAixcSNdO3cuHTv66OieVV1N53J7f/ed8P/eV70ffCDPW7dOiFDtXlFBz9+zJ7pn7t5NbZKdLes5aJAQO3bQ7zNnBo+VJ5+k3954I/i3/Hw6Hum5lZU0LidNkv3u97Fs2q83bBDikkvofXfvLq/ZuZPex+bNcn6L9Ln1Vipr796ynpE+P/8sxIQJgXV97bXQ77S8nMrZo0f4clVWiqY1a8SbixaJJu43S5fKZ5xxRvR9dds2em51tRDTp9P1l1xCv+3ZIwTLhOXL6VhVlRCbNoV/By++SO+cy/Pqq/K3ZcvomMUi59QXXghfxh07hHC7RVNTE7VzU1OrxF0sMjQ1CMBll7U0ln/wYBqM1dXBkwR3hnnzZAMPGCDEW28J4XDQ/4sXC/H66zSZXnxx8H0S8fnmGxokxokkIyN44OzaJcQ//iHE1KlEaF54QYjFi4X30UdFY14eXXfEEXTemjU0kH7+OfiZO3cKsXChEOPHS+F95ZX0vN+FTcD5a9fS8a++ksd+/ZWOffKJEFdcEVx+QIgDD6Rvp1OSBxYo6elUtrFj6f/p04PL+emn8l5cpn/+k9o2J0e89cwzomnrViFefpkGcqh3vGuXEPvuK+/F5Oraa+l/u12I994LrvPQofR7bi79/uuvRCAAIc48k95jTY0QX35J5f/wQ/p/yxZqByYWv/5KxIjfxQ8/BD5r9WrZDitXCrF1Kwmef/+b3vHvn6bvv5fCYf162W+/+06I//43sN/MmkX/n3Za/H3zp5+IhABCXH114G/V1ZKclZbKd/vSS/Kcr76Sdd66NfLzHn6Yzk9LE+Lrr4WoqRHNJ5xAhG/OHDrnzTfpXZ13XuvH3tatQhxzjCx7//4ktAAhLr1UiIcekr+NHUvjBRBiv/1IeBx1lBRSf/87kTEmRfPmyflizx4i3/360Th79VUihXzv0aNbSGkQAaiupveSnx84tsaNo9927yYCsGkT9dk77ggk6sZPdbUkt4AQN94Y+T19+60QvXrJscL1POig0HOiShwfeSTs/ZvWrycCsG0bHTvzzMC6fvxxdO2pluXkk+naO++Ux5hc/v3vke+zdi2Nv7Q0SWwBIYqL5fudOJGOTZxIJBKgPlJTQyT0vfeImKn31gRAok0IwE8/CX9Rkfjm8stF065doRuZJ2j+2O2B/x93XOsnmGg///ufXIHst58cbLx6q64W4q67ZCcM8fEPHEgTQXU1sVMWHt99RxOW2bN//lmIZ56hyXD1ajrfKKAqKkjQL11KHXj3birz0qW0Mvn8cxpwLhetEk87jVZJ1dVCDBtG5fvb30gw/b6CFzNn0r0XLqT/u3en+6rP/X3yF6efLo9VVgoxeLAQgNi1//7CX1RE5/TrF1qL8Je/0DlM+qxWIc49V767Bx4wv668XIiRI6VQMk7Chx4qxDXXyL5jsdBEf/DB9H92thBLlsg2ZIFx+OH03vg5N91Ex0eNCnw+t8eXXxIB+Ogj8fqLL0rhMGYMXXfiiTQxAUKcdRb99sEHkrx8/TW1z9ixQqxaJe+/di0Jl6lTieyMG0fv6qGHSLNzyCF0j4MPNl9Rb9gQ2CfPPz94ImUN19NPhx8Dq1YJwST2lltajvtuv10IQDSPHUvHTjxRtqGxn8byWb9etlNGBk321dVEYIxzwnXX0TWbNklCxKTXbieixJP72WfL6088kdrQuHLmT2am7JN//SsJQ5UArFkTeO3AgdRXXS7Zb5kMrl9PJA0gYqbWdc0aKRzfeUf2VSbiap+oqSHtwpNP0hhftky28YABpA1cu5beGUDj1+z9/uEPstzHHBO2LZp27RKvvfyyaNqzh94Xv3fuf0ceGUw0jPPZt98KUVQkxCmn0P+DBgUTUh5nxvej3vPOO4PH+QknkCDnRcSwYUQm+B0uX07Enfvl3/8u72GzUT1YM6AJgESbEAAhRNOePfRyv/+eGkZVp/38sxArVsjBwhP5ypVysrJaaaXxxReBDO7XX2kyVtXjGzfS6vTTT+nzzTfmrHjrVhKU6sSvflaupE5SWSnEbbfJctXUCHHPPbKspaW02pw8WYghQ4QYPFg0jxolNhx7rGj68Uc5US1dSuVhwf37iirsh1X9rIozDrClS2lSYOHP5ozycqkNUEnXunVC3HCDXF1dfDH93bcvkYGVK+l9sfA6+2wqwy+/SDWlzUaqxq+/loP+5ZcDBygPxO7d5SqcP599JieUf/87cGICyGyhnr9rF5WL3+X27UIcf7w8f+hQEpAsCPjD6n7+5OXJlctPP9E9P/lECDbT9O9P/eHHH2W/u/NO6l/8DtX2+OYb0fThh2LJQw9JAjB/fuAz99qL2qmmhvoRC1SV3BYUCLFoEREX1UwT6pOTQwSypoYI2hdfyL7++efUZ61W2ab87JUrSUDzOCsuNjed7NxJ2iwWhIMGBZCNpo8/JnKblUVjV1XHXnFF+P68das09xiJCZtc8vKILKm/X3qpfMbRR1O7cZ0VDaMAhPjjH4PvPWuW1CJyeV0uIW6/nYRPWhoRy2+/FeLRR+Wc89prRABeeUV4FyyQ7edw0DvavZvGwYwZdDwri+6xYQONtX32kef/9huV55ln6NiZZ1LZmKCce64kt6qavaJCmqvUz377EZHg89g0MnBg8DuuqpKaFK5bGLNZAOm55hq6ZvRoGhtOZ7Ag/+wzIiWTJlFfqaoK1KgsWSJX7q++Kokik5+iouA5+uefpYaA55Q+feg9bdhA/f6tt2R5+KO+O7UMPHb4b9Z4diABsAghRMd5IASjpqYGubm5qK6uRk68u6GZwFtXh/dffx3jSkrgsNmAHj0oJr6ujhyzAHKsuuQScgr86CMKeduyhRyZhgwBjjuOzrNY5LXswJWeTvsJ+P3kaGV0/OjVi5znGEIAP/9MDic2GznGhYs33bGDdttrbibHwj/+kbzz//IX4Prrg7xVvT4f3v7kE0w48kg47HZyLKyupjrl5JCXuxC0uU+o9KUVFeS4Z7WSB7wxHKe2NtA5ymolJx32/F+3jsqYk0OONx4POQfW1wNnnEHfjNdeo/qxg9B//xvaW/3ss4HLL6e/S0tpsyIh0DxjBqo//RQ5V18N+5gx5KD17bdUnldeoWQ4lZXkyPfLLxS6+O9/UznGjKFj06aR4xZ7GtfVkfMQt2e/fuTk6PWSA1BaGjlXOp3Uj/7wB3J+mzePHNeWLiVnyYYGcsgbNIja4bff6H49etD/Z55Jjn4qsrPJuY43kSkro77FWRd9Pnh//BGfrVyJUWecAUd+PoWWHnIIveuZM8k5Uo37vuACCnsCKGS1rg747rvA5w4dSo6uBx9M/e7bb8nRzOWid3nppTLcc/364G2gORVs9+6UyAegcbRzp6zz6adTXxgxgiJr/v1vKtfWreTQxhkO99uPcmQcf3xL//M2NUH07QtnXR052i1eTOlsKyvpna1aZR669uOPFKI7ZAj1B9XJ6513KEuhw0FtNnhw4LWbNlE7WywUyquOmdpa6ms1NTQGVqyQURj8+9q11D/mzqW2z86m/jB6NJ1jzLd/6aUt4Zti//1R0dyMgp9/lu3zz39SGXfsoHfm91O5vviCHGTnzaP+fMwxshxz55LT5vDhMl331VdTSKrbTQ61TidFNQlBjm4nnEAe7TNnUts7ndTeBxxA71Cd0yor6XhVFTkGT50qf/vyS5o/eS745hsqD0fACEGRLm++CVx0Ebz9+tH8ddBBcAwdSvd8/nkKk77pJnJg7t0b+PhjepdHH03tC1BbHHQQlZlx8MHkLGyzkbO1zUYO1+npNK6ammhzoAEDqC2eeILmn+pqauvbb6f3yu1eXg7s3k1ttm0b1a9vX7p++HAZfvqf/5DTtc0GXHstzQU7dpBD44oVdM+77wZyc+G1WvH2229jwoQJcLQiJ0UsMjR1CEBtLf735JM4YsgQIgAWCwnsTZtkjLsQ5LF72GEkVACa6NevJyHBYS1qUhxOtOH3U4dsbCTP7bQ0EhbV1TRA7XYStizkd+0K9A7u3p1IQjicfTaFEmZkUJkPOUR2ZmN9VQIgBHn3qgJ/7VqqR1kZTchGMJHxeqWQNQNnzAKobiqJcbuJ5AhBg373bhlRMH++9FafOpU8yFetonP5Xrt300B8800qz2GHUXTEqFGBO8ANGgQ4HMGkp7aWiNJHH9HE8/LLlKth2TKq09Klsl7V1eTZPXKk9DyuqKD+IQS9Y04iNHBgaO/qUJvKsEe2SvwA2Q9raii3wrJl9IzCQir7+PHyHrm5VM6srBYB4924EZ+99x5GHX44HEOG0P127KAJKD8/uHwrV1KUylln0STk8VBkynPP0Xu8+Waa9KMJtVIJYP/+VL+1a6mOTJQASfy4bTkZz7HHUr05u6WK4mKaOMeOpbIwYQf17d3jx6NE3ZDqvvtIKP78M/C3vwF//nPg/YSgenF+i+OPJwFrt1NbHHYYjfPp0ykcVYXPR32zuZnCYNV5ads2Ek4vv0xCafJkysjodlMfs1pJEHOEittN/ezoowNJghF1dURG33yz5d2I9HRY/vpXOu5w0NhctUqSpQ0bqA9lZlImz2eflYuDpibqZ9deS4sclyswB8WgQfRuLBa65uGHqf1ef52IcmUljdmLLiIil5dnHiL3j3+QgM7Lo77GBOHWWylp2KRJNH6vvZYiU5YupWiXe+6RqdhHjoT3zTfx9ief4KRffoHt+uspquLrr+l97txJ76+8nMbr8OGU4yQ3l94b5z8QgqJPHntMlq93byKbgBzLEybQuFuwgAjMn/9MpBcADjyQCNC++wbW86efZOrg/PzQIdtC0Dy3994yDwZARG3sWKrPhx8Chx/eIQQgdcIAd+2ClbfB5H25160jQWqzUeexWGjFwULB7aaBVF9PE8WAAfThmHebjTomx4Vv3UpCC6CJIi2NJvL0dBrEvLr1+WRMKk/Su3dHDmNjRs1l/sc/okuSUVFB9c3MlAyWO0aobZB37JB5sM0IAsNulxnDjBqMtDQ5AWzaRM+yWGhy4FjxoiJi11u2UBmzsuiZPh+1xbPPklBZu5bIzqRJMhlSZiZNfqGyDmZn0yQ/ahQJmnHjaKDn5tKErZKa3FxajbFg37GDtB9C0G+/kww0NYXPVBhq4xK+765d1K/sdmoDJp1FRTQRbt1K5yxbRsLfapWClNtKXd0WF0PwngpcrqIic+EP0ErovfcopNVqpb758MMkoD/7jJ4ZjfAXQoYTcu79rCyZVXPrVinwN28ObNumJqoDZ6T0+WiCffBBKsNPP9HqeNw4qUHYvTsgNny3ukJPTyeNAq8m77+fxsqECcADD1Afef55EnDp6dR33nuPJvoffiDBtH49jWvOz6Bi61YSKhkZNBa4v6elybaYMoX61Pz5VN/du2nFv307jWtu77S0yMIfoHf1zDPA2rXwLViAn886C77ly2nFzsKBV/78f79+RMTq62l1/u67dHz6dCr7L7+QcAfo+9JL5fOmTpXtfuuttLioqqJVe2UlCcrzz6dziopCx8dffjlpJiorZQgoIMtywgk0hu12ErKHHkpk9Msv6Z42G/X938M8rdxHpk2j/lpfT2Pzb3+jOi1bRu0NUP+57z76WwjSLt19Nz2T0bMnfXO65J07aX4AqB8cfTSVKzeXSMmHHwYLf7c7cJMqTjBkBouF5jpV+ANEOE89ldrv9tvNr20HpEYiIK9XCt+SEmrc1atlcoriYhJKtbXUkBs2UAetqKCB73LRwGJVKt/D4aCPEIETVE6OFLAWC3W6tWslOeDNSdLTiZH6/TTYNm4MnfccIAHVowdN9FdeKU0UAJW3Rw8paBobkbZnD/3Oe3PzZMpl5N+M8cI8MAAqe2uSpJSUBCYC6d6dCFN9PTHzsjJ676xGLiuj97hhA5WhoECSCI9HCrnSUnr3v/xC7fT7Ridpu3dTvVQy8uCDpPr+5huaZP71LxKqoeLhPR4pbAsL6VkWi0zatH27TCzD6VUZlZWB26AawfHapaU0ya9eTW2wcaMsc3W1fB+FhfThlLVAYB+x2eDmdt2+nQS/mgBl924piM2QlkbvmCfGmppADVco8E5xNhu1MaOoiNrD4yGharfTPS0W0nA1NFBdd+yg1daTT9K7HDVK9jN+f5mZtLLiFK0bN7bs8Ldn4ED5zJNPpvKcfDJwyy3Ub1i79OmnpNpm9fD119OE/oc/kNaDt4QFKGFLbW3gfgpCyDbr2TOYHPE493goD4Oa04Ez0AH0jnJyZHtv2CDnj+7dA+ve0EBtYrEA+fkQU6bgl7Iy9O/dm8ridtOYraiga/r1o3fj8UgNxCOPkDYEIAG7dSuR6cpKmrsmTaJ+tWsXjaGzzqI24T42fz4JLn7GnDnR5yWZPZtMWi+8QOXZbz96/1YrrXoLCuj7nXfo2VlZpFm47DLSDLz9NmyPPYbisjJYfvuN3tvRRxOxYvNQnz70nBtuoGdOnkzaQW6Lt94iMlBZSUSHCQjPZ2VltCjZsUPucMr5BcaNo77QvbuUGxYL/e90yv6RlUXtx5pC42rb4aA5mftMQ0Ng//jLX6ic//0vaSmPPTa695tApAYB2LYNaG5Gs8slJ8jCQpkDmhupuJgGitpIWVk0wIyrWzXDHQv5deukf4CK7GypvlVXjzyh9OxJv6kThhmqqkgd9dlnpOozCrCqKtJINDQA69bBVVlJz+OEGKqgSkuTasCamsDftmyhQZaVFXg8HrCAKC+nd1hcTGUpLZUqNJ5gu3eXyXp276aJcssWev+AXEmq6Unz82kA7t4NNDfDVVUl66zi8ccpudCxx1J7M8EJB6PfRn4+lbWuLrAd99uPyszkMRIyMuSe7twPeaJV4XCQQOX3tWmT6e59TTk5dKypifpv7970w8aNkvyFA28K5PGQfToWq2BJSeDY4PZmjQ+je3e5albf4e97GrSQYxVMSsrKSHCycGxuht/hgCgshGXnTsrotnkzvadHH6XMhzYbPePJJ2kVB5D2jv01Hn+cBAQn0TnmGLKthxJyeXk0HozgRDd1dTSOuC+XlNB4bGyktmGBXlREz1TnmOpq6uO1tVLr5PUGEis+b9OmwGP5+USUCgqo7Y8+mla9vCfJXntRvc87T+4jMXUq3auujrSIaWnU7sa55/77yVwwfjyNhWjGDEB1ZIJ1xhlSQ3HYYXIRcuONVN+jjqJn5OVR3SdMAN5+G5aXXsK+rFk9+WQqK/flnBy654gRRHZ+/ZVMV4xLLqHPnj30vgoKpA/AXntRexUU0Jirq5Pj3OsloTx6NM1/xvrW15PmRtXEdetG7ex2B2YvZLD5yu+nd6xmRLTZSKvy73+TtkgTgDZCSQlQW4tGdTIvKQneDa2wUO6ZDdDvBQXRrYBzcsgJxG4332yjd2+a5Nhel54uV3JOJ2kYwq28Kipogt9/fxo0q1bRcbbF7dlDk+PPP7fsfNWcnk51stvpWUahmJNDk3BtrRT0xtV4IsCZA9PTpbDIywvcr5sdMxllZVSXqiqppeCVJAsGPs/latnpz5OXJ+sMyM1I3G5SbW7fTgPb5QpPblilbUSfPnJXxPp6KtvmzTQxsCkiKyt0FrHfV3Utfa64WPoXGNGtm+x7PHGG2gSqZ09ace/ZI3drrKuj60OZcBoaqL23bqX+wWaYjIzwmigGr16NKCig+zDBM7at+g5DIT1dvkOXiyZuFgA7dsDq9aL5wQdhr6oi4SkE9YH8fFoN8kR7+OHU7ps306qWVddnnEEfgMaASnqNbWe1mteTkZNDZduxQ243XVhIda6sDJxjmNDxBkRMhn7+OVA4sPaLy+v3S8LPhE9t2/x8IhZpabSCfecdOs7+HIceSsc3bZJ+Jc3NJJRsNioP+400NVG5+/Uj4VpbS+/I6aRxGw5+P537xz9Sf1y2TNZLTd08eDCZZbKypGq/ooKODxgAy9q16LZuHYTNBsvEifT+bTbqC/n5NJ737CEfgEsuCV6gNTdLM6sQwJ13UsrqcePkSr1nT9JAuN2UDpjfOxNzFbt2UTvt2SPV/UxE+vcP3oWT3+G2bfTOdu6UJtW8PCIRbjcRgMsuC3Y6bSekBgFwOIA+fdCseqwzM1Nh1vCxINzg4NVvKGRnh59009NpdbljR8sqCBkZRDoAmix++02y0IIC1JWW0soxVHRBdjZ1bO68RrtuIveJV80P4Y4xeF93VukzcWIbLMNmk+/V5yN1uFpn1elOXZWWlQWr7KKB0ylXZk1NgSpdFrh9+0a/sxz7QUSDcO8rK0t6wm/ZIoVvUVHofufzUfkbG2n1xT4avXu3vu3DCUz1HUYLo1kNgCgqksQ5O5uEw+7dcstbLsO//kXvwGwPh61b5ao/L4/ISaybv/C45XeelyeJm/E9GOeYggLSHPK1PXrIXQoV7ZerupoIITsXGxcl7NtUU0N2eyYALOwtFoooWbOG7s3ksqKC+kF6OpEsp5PGjNtN5dizR84PPXtGpxHkBdQDD9A427yZ5qwhQ+i46lidkUH14XnH6STzxO/pdMXRR8MyYECwgzQTRCYOxnmbfZjYWdLhoKgc1iAC9OyCAknCmISz2U8Fe/uXl9M9XC650MvKCl4sqO9w06bgd5iTQ23R3Bx+rLQxUscJsD3AEZ5tAVZB+v1SiKkrYZcL2GcfGU3Qq1fkiSw7W+bKrq4mlmpm1000on1HJSVUloYG6TgXjkSZgW33AGkCeAJIRIQJe+sDUqVbXNxx28qy13ldndz6NhyhtdtlO3P5QxG/ZAoW6t4dfnYUra2VZrdevYi8dO9OY6GwkPq4xSLNa+qHCTVA7da3b3w7v2VkBLZ5KAdMM6SlUVkLCqjsZWVS81ZVRe1SX480bh9uYzMw8T3wQBK2BxxAnvZcXzarWa00d/TpI6OA9t5bahtULVt1NbV9dnb05kC1H9bX0zP22Udqpdaskato1lryLn377ANMmADRrRsEgObJkwPnORX8nvfsCWzX2lqpvu/VS54nhDR9MtQ5xuORZjcjCgslOQIizx9m71A1qap/R7t1ehsgNTQA7QFWCfNgaQuwygowt0nabJIpR7MBBW+IUlMj49KBYLuuEV4vEZFo9xVXwRttGCdNM7CA4nDJ0tL4tgbNzaUByyaERJk2AJos9uyJLmKireF0ShszEF5YMAoKZARKKILV0ED9idW1HQ2LJdCcx/4FANVH1ZTwmKmpCVbT/n4v9OoVXrsSDXJyqB+kpZmbjsLB4ZB+G0Cg9mvDBlol+v3SdyQU0tNJgK5bRyFtQOC4Zqhe/KH6q+q3ZDS7RYLaD425LRguF43DLVuk1rK4uMUc6rv/fvywYgWGjBoVep7Jy5PXs8OjWR0yMohM+f3mjnrFxVIDwYTACPbDYR+faBYQ6jsEguednj2pT3I+mdb2wTigCQAgd84KJ/QiweOhT3MzdaBYtsGNFhkZ1EFramIbkOHQo4f0KuZnhFNJNTeTsHC75W5q0aK5WW7N6fVGp/rq3l2u8mJZWRlRVkaDNz8/PuISClYrTd5bttAzOlpAcsSAwxHZXgtIAVheTpO2cQx4vbLNmpuju2c7wMf91MxZTkV6Ov2+a1ewFsPhoHGUCMLeowcRpURpzkpKaJx5PIDFAr/DETlPCCA1gZs2mYemcWhyNCgrI+KXmxu7SaiwkMatmWNcRgZpH+x2UuOXl9P8w2QkNxc48EBU1NWFN4+x+c+sbe12KXAdDvp71y5zIdujB5XVZgsvhDlSzOuNvs+Ee4esoUvE7pxxQhMAFmi8Ko3H9smCze+nAVZXR/cJpU5kB6B4VMXFxbGrwcMhJyc4RjUcOAbW6aQJxuWKflWuXuvz0YQZiUBYLNJTvDVwuYLjeROFRJkUEgGrlby+Y0FmJkUyGCEEjQuvl/q1xyPbLxlQVhYdaS8qit7PIl6kp5u/w3hht5MgBwCfD7UVFdHPTXZ7YsaM0ynLECs4K2gkcEY+I8rKUN+zZ+S5Jdq2NWqGVFgscovgSFA1NdEg0jssKiIy0UHEOgn0eR0Iv1+uZoHQjDUSeGLMzCRBwFnojBCCnldfT2qh2lq58u4M4HpaLNRpOcY7Gni90hs4L48ECptMNJITvPK326UDWrTtraHRVcFhmrygac0cZrXGZ9ZMEFJDA+D1Ag0NsHk8tOrkVYPfT43ocNAEV1srVTzRNgp3BoAEm80mY+s5fTCDw97Yfs4dKJHe9gyfL7i+CbgnfD5i0jk50iGR07mGg99P76lbNyJKvLqsqkqcSr4t6pzsaMs6c3sXFpKmhs0B1dUd5+j4e7lSqp1Trb5ActeZ57LmZpkm3OmM3/zX2EhzYgdo1pLszbYRfo8Rtvj9Mq0vw+GQHp4Oh8y0Fev91dzYmZl0DyMB4OexEw47JtXVxed9HA4+n3l9WwM1Rpy1AE1N0oM2EhwOmcAnPZ3uxZ7CiUBb1DnZ0ZZ1FkKGW/E+GG43tTeHrXUEUq2dU62+QPLXmVM7+/00HiKlcQ8H3regA9Bmb/ahhx7C3XffjW3btmH//ffHfffdhyOOOKKtHhcevyfCaWbvVHX1whuTALQSLSqKTpipsFgCV7Hp6XQfNbEHn8f5rgHpyW88LxHwes3r21q4XJLpciKYaIWBwyHrbrORQ15WVuI6f1vVOZnR1nVWVzZ2e2zt3VZItXZOtfoCyV1nqzVwXLAPWGvmsbQ082RgbYw2IQAvvPACpk+fjoceegijRo3CI488gvHjx2PVqlXoHasTRSLwe4MJ9s4P16ES5cHPeb4TdV6s8Hqjq29rYdwBMBbYbIk1f7RXnZMJ7V3n1rR3opBq7Zxq9QU6V50TNY91AAFoEyfA+fPn46KLLsLFF1+MgQMH4r777kOvXr3w8MMPt8XjNDQ0NDQ0NGJEwql8U1MTVq5ciRt4l6bfMW7cOCxbtizofI/HA4+icq/+PWlCTYK9jb1eLxoaGlBTU9OqvZY7C1KtvoCus65z10Sq1RfQdW5NnVl2iihMEgknALt370ZzczOKDLGZRUVF2M5bKyqYN28ebrnllqDjvaJJeqGhoaGhoaERhNraWuSy03UItJkxz2LwahdCBB0DgFmzZmHGjBkt//v9flRUVKCgoMD0/HhRU1ODXr16oby8HDntnLRl+PDhWLFiRbs+syPrC6RenTuivoCucyrUWY/lrt/GQOLqLIRAbW0tSs02vzIg4QSge/fusNlsQav9nTt3BmkFAMDlcsFliAPv1to96MMgJyen3TuUzWbrkIELdEx9gdSrc0fWF9B1bi+kWr8GUq/OXaFfR1r5MxLuBOh0OnHwwQdjyZIlAceXLFmCkSNHJvpxnQJXXHFFRxeh3ZFqdU61+gK6zqmCVKtzKtXXIqLxFIgRL7zwAqZOnYp//vOfGDFiBB599FE89thj+Omnn9CnT59EPy4q1NTUIDc3F9XV1R3K7toLqVZfQNdZ17lrItXqC+g6t1ed28QH4KyzzsKePXtw6623Ytu2bRg8eDDefvvtDhP+AJkabr755iBzQ1dFqtUX0HVOFaRanVOtvoCuc3uhTTQAGhoaGhoaGsmN1N4NUENDQ0NDI0WhCYCGhkarsG7dOrhcLixfvjzue3z66aeYMGEC8vLykJ6ejr333hu33XZb0Hlff/01jjvuOGRlZaFbt26YNGkSfvvtt4Bzfv31VzidTnz99ddxl0dDIxWgCYCGhkarMHPmTIwdOxYjRoyI6/qFCxfiqKOOQm5uLp555hm8/fbbuP7664Mymf38888YM2YMmpqa8OKLL+Jf//oXfv31VxxxxBHYtWtXy3n77LMP/vCHP+Caa65pVb00NLo6tA+AhoZG3Fi9ejUGDRqEd999F8cff3zM12/ZsgX77rsvzj33XDz00ENhzz3zzDPx0UcfYd26dS1e0hs3bsTee++Na665BnfeeWfLuStXrsQhhxyCzz77LGXDjzU0IkFrADQ0kghr1qzBlClTUFhYCJfLhYEDB+LBBx8MOMftduPaa6/FsGHDkJubi/z8fIwYMQKvvfZa0P3+85//4LDDDkNubi4yMjKw11574cILLwQA1NXVoVu3brj00kuDrtuwYQNsNhvuvvvusOV9+OGHUVxcjLFjxwYcX7JkCU499VSUlZUhLS0NAwYMwKWXXordu3cHnPf444+jvr4e119/fdjn+Hw+vPnmmzj99NMDQqT69OmDo48+Gq+88krA+QcffDAGDhyIf/7zn2Hvq6GRytAEQEMjSbBq1SoMHz4cP/74I+655x68+eabOPHEE3HVVVcF7Jfh8XhQUVGBmTNn4tVXX8WiRYswevRoTJo0Cc8880zLecuXL8dZZ52FvfbaC88//zzeeustzJ49Gz6fDwCQlZWFCy+8EM8991zLJlyMhx56CE6ns4UshMJbb72FI488ElZr4FSybt06jBgxAg8//DDef/99zJ49G1988QVGjx4Nr9fbct4nn3yC/Px8/Pzzzxg2bBjsdjsKCwtx2WWXBWwItm7dOjQ2NmLo0KFBZRg6dCjWrl0Lt9sdcHzMmDF45513otoURUMjJSE0NDSSAscff7woKysT1dXVAcevvPJKkZaWJioqKkyv8/l8wuv1iosuukgceOCBLcf//ve/CwCiqqoq5DPXrVsnrFaruPfee1uONTY2ioKCAnHBBReELe+OHTsEAHHHHXeEPc/v9wuv1ys2btwoAIjXXnut5bd9991XpKWliezsbDF37lzx0Ucfibvuukukp6eLUaNGCb/fL4QQ4rPPPhMAxKJFi4LuP3fuXAFAbN26NeD4Y489JgCI1atXhy2fhkaqQmsANDSSAG63Gx988AEmTpyIjIwM+Hy+ls+ECRPgdrvx+eeft5z/n//8B6NGjUJWVhbsdjscDgeeeOIJrF69uuWc4cOHAyDb+YsvvogtW7YEPXevvfbCSSedhIceeqhlpbxw4ULs2bMHV155Zdgyb926FQBQWFgY9NvOnTtx2WWXoVevXi3l40Rgahn9fj/cbjf++te/YtasWRgzZgz+8pe/YN68efjss8/wwQcfBNw33AZhxt+4XGb11tDQ0CYADY2kwJ49e+Dz+fDAAw/A4XAEfCZMmAAALfbzxYsX48wzz0TPnj3x7LPPYvny5VixYgUuvPDCADX4kUceiVdffRU+nw/nnnsuysrKMHjwYCxatCjg2VdffTXWrFnTsn/Hgw8+iBEjRuCggw4KW+bGxkYAQFpaWsBxv9+PcePGYfHixbjuuuvwwQcf4Msvv2whMHwdABQUFABAkAPh+PHjAaAllI/P27NnT1A5KioqYLFYgjYR43Kpz9PQ0JBos+2ANTQ0okdeXh5sNhumTp0acjOSfv36AQCeffZZ9OvXDy+88ELAqtfj8QRdc+qpp+LUU0+Fx+PB559/jnnz5mHKlCno27dvS9jeMcccg8GDB2PBggXIysrC119/jWeffTZimbt37w6ABLCKH3/8Ed999x2eeuopnHfeeS3H165dG3SPoUOHBmg2GKyNYN+C/v37Iz09HT/88EPQuT/88AMGDBgQRES4XFxODQ2NQGgCoKGRBMjIyMDRRx+Nb775BkOHDoXT6Qx5rsVigdPpDBD+27dvN40CYLhcLhx11FHo1q0b3nvvPXzzzTcBcftXXXUVLrvsMlRXV6OoqAiTJ0+OWOY+ffogPT0d69atCyofP1PFI488EnSP008/HY8++ijeeecdHHjggS3H3377bQDA4YcfDgCw2+04+eSTsXjxYtx1113Izs4GAGzatAkfffSRacz/b7/9BqvVin333TdiXTQ0UhGaAGhoJAnuv/9+jB49GkcccQQuv/xy9O3bF7W1tVi7di3eeOMNfPjhhwCAk046CYsXL8a0adNwxhlnoLy8HLfddhtKSkqwZs2alvvNnj0bmzdvxrHHHouysjJUVVXh/vvvh8PhwFFHHRXw7D/+8Y+YNWsWPvnkE9x0001hCQjD6XRixIgRQSv4/fbbD/3798cNN9wAIQTy8/PxxhtvBG0RDgDjxo3DySefjFtvvRV+vx+HH344vvrqK9xyyy046aSTMHr06JZzb7nlFgwfPhwnnXQSbrjhBrjdbsyePRvdu3fHtddeG3Tvzz//HMOGDUNeXl7EumhopCQ62AlRQ0NDwfr168WFF14oevbsKRwOh+jRo4cYOXKkuP322wPOu+OOO0Tfvn2Fy+USAwcOFI899pi4+eabhTqk33zzTTF+/HjRs2dP4XQ6RWFhoZgwYYL43//+Z/rs888/X9jtdrF58+aoy/vEE08Im80W5IG/atUqMXbsWJGdnS3y8vLE5MmTxaZNmwQAcfPNNwec29DQIK6//nrRq1cvYbfbRe/evcWsWbOE2+0Oet5XX30ljj32WJGRkSFycnLEaaedJtauXRt0Xm1trcjIyBD33HNP1HXR0Eg16EyAGhoaaGpqQt++fTF69Gi8+OKLUV/ndrvRu3dvXHvttRGT+bQnnnjiCVx99dUoLy/XGgANjRDQUQAaGimMXbt24dNPP8Xll1+OHTt24IYbbojp+rS0NNxyyy2YP38+6uvr26iUscHn8+HOO+/ErFmztPDX0AiDpPMB8Pv92Lp1K7Kzs8PG/GpoaLQeL730EqZNm4bi4mLcc889GDBgQEAGvmhw9tlnY/v27fj++++x//77t1FJo8eGDRswefJk/OlPf4q5LhoanR1CCNTW1qK0tDQoQ6cRSWcC2Lx5M3r16tXRxdDQ0NDQ0Oi0KC8vR1lZWdhzkk4DwOE95eXlAZt+tBZerxfvv/8+xo0bB4fDkbD7JitSrb6ArrOuc9dEqtUX0HVuTZ1ramrQq1evFlkaDklHAFjtn5OTk3ACkJGRgZycnJToUKlWX0DXWde5ayLV6gvoOieiztGY0LUToIaGhoaGRgpCEwANDQ0NDY0UhCYAGhoaGhoaKYik8wHQ0NDQ0Eg+NDc3w+v1tsuzvF4v7HY73G43mpub2+WZHY1Y6uxwOGCz2Vr9TE0ANDQ0NDRCQgiB7du3o6qqql2fWVxcjPLy8pTJBxNrnbt164bi4uJWvR9NADQ0NDQ0QoKFf2FhITIyMtpFIPv9ftTV1SErKytiMpuugmjrLIRAQ0MDdu7cCQAoKSmJ+5maAGhoaGhomKK5ublF+BcUFLTbc/1+P5qampCWlpZSBCDaOqenpwMAdu7cicLCwrjNAanxZjU0NDQ0Ygbb/DMyMjq4JBpGcJu0xi9DEwANDQ0NjbBIFTt8Z0Ii2kQTAA0NDQ0NjRSEJgAaGhoaGhopCE0ANDQ0NDQ0UhCaAGhoaGhoaKQgNAHQ0NDQ0OhyGDNmDP785z9j+vTpyMvLQ1FRER599FHU19fjggsuQHZ2Nvr374933nmn5ZpVq1ZhwoQJyMrKQlFREaZOnYrdu3e3/P7uu+9i9OjR6NatGwoKCnDSSSdh3bp1Lb9v2LABFosFixcvxtFHH42MjAwccMABWL58ebvWPVpoAqChoaGhETWEEKhvqm/7jzf4mBAiprI+/fTT6N69O7788kv8+c9/xuWXX47Jkydj5MiR+Prrr3H88cdj6tSpaGhowLZt23DUUUdh2LBh+Oqrr/Duu+9ix44dOPPMM1vuV19fjxkzZmDFihX44IMPYLVaMXHiRPj9/oDn3njjjZg5cya+/fZb7LPPPjjnnHPg8/kS8v4TCZ0ISENDQ0MjajR4G5A1L6tDnl03qw6Zzsyozz/ggANw0003AQBmzZqFO+64A927d8ef/vQnAMDs2bPx8MMP4/vvv8fbb7+Ngw46CHPnzm25/l//+hd69eqFX3/9Ffvssw9OP/30gPs/8cQTKCwsxKpVqzB48OCW4zNnzsSJJ54IALjllluw//77Y+3atdhvv/3irntbQGsANDQ0NDS6JIYOHdryt81mQ0FBAYYMGdJyrKioCABl1Fu5ciU++ugjZGVltXxYYLOaf926dZgyZQr22msv5OTkoF+/fgCATZs2hXwup+rl1L3JBK0B0NDQ0ND4//bOOz6KMv/jn5nZXrKppEBCC6AC0vRAlKbSVOyK3qkgep6KntjP07OdPxVU5Dy7p4KIiqeg6FlApSgKUkUEaaGTUFK27057fn9Mniez2U2y6YHM21desm3meWaeeZ5vf5LGYXYg8ECgWc+hqip8fh9S3CkxZXEd5vpVJDSbzTGvOY6LeY8W01FVFaqqYsKECZg+fXrccegiPmHCBOTn5+ONN95AXl4eVFVFnz59IIpijefVn6OtUS8B4KmnnsKCBQvw+++/w263Y+jQoZg+fTp69erFvkMIwWOPPYbXX38d5eXlGDx4MF566SX07t27yRtvYGBgYNCycBxXLzN8Q1BVFYpZgdPibLG9AAYOHIiPP/4YXbp0gckUvzSWlpZi69ateO211zBs2DAAwA8//NAibWsu6nVlly9fjqlTp2LVqlVYsmQJZFnGmDFjEAwG2XdmzJiBmTNn4sUXX8SaNWuQk5OD0aNHw+/3N3njDQwMDAwMmoKpU6eirKwMV199NX7++WcUFRVh8eLFmDJlChRFQVpaGjIyMvD6669j586d+O6773DXXXe1drMbRb0EgK+++gqTJ09G79690a9fP7z99tvYt28f1q1bB0DT/mfNmoUHH3wQl156Kfr06YM5c+YgFArhvffea5YOGBgYGBgYNJa8vDysXLkSiqJg7Nix6NOnD+644w54PB7wPA+e5/HBBx9g3bp16NOnD+68804888wzrd3sRtGoGACv1wsASE9PBwDs3r0bJSUlGDNmDPuO1WrFiBEj8OOPP+Ivf/lL3DGi0Sii0Sh77fP5GtMkAwMDAwMDLFu2LO69PXv2xL2nTy3s0aMHFixYUOMxzz33XGzZsqXG33fp0iUuVTE1NbXe6YstRYOdK4QQ3HXXXTjrrLNY+kNJSQmAqshKSnZ2NvusOk899RQ8Hg/7y8/Pb2iTDAwMDAwMDJKkwQLAbbfdhk2bNuH999+P+6z6NoWEkBq3LnzggQfg9XrZ3/79+xvaJAMDAwMDA4MkaZAL4Pbbb8eiRYuwYsUKdOrUib2fk5MDQLME0LQJQMt/rG4VoFitVlit1oY0w8DAwMDAwKCB1MsCQAjBbbfdhgULFuC7775jRRAoXbt2RU5ODpYsWcLeE0URy5cvx9ChQ5umxQYGBgYGBgaNpl4WgKlTp+K9997Dp59+Crfbzfz6Ho8HdrsdHMdh2rRpePLJJ9GjRw/06NEDTz75JBwOB/74xz82SwcMDAwMDAwM6k+9BIBXXnkFgLbLkp63334bkydPBgDcd999CIfDuPXWW1khoMWLF8PtdjdJgw0MDAwMDAwaT70EgGRSGTiOw6OPPopHH320oW0yMDAwMDAwaGaMzYAMDAwMDAzaIYYAYGDQykiKBJW0vY1CDAwMTmwMAcDAoBWRVRlBMYhAtHl3VzMwMGgeRo4ciWnTprHXXbp0waxZs1qtPfXB2A7YwKAVUYkKWZWhEAUpSGnt5hgYGDSSNWvWwOls3t0SmwpDADAwaEUIISAgkBSptZtiYGDQBGRlZbV2E5LGcAEYGLQiBAQqUaEQpc1uGGJgcDwycuRI3H777Zg2bRrS0tKQnZ2N119/HcFgENdffz3cbje6d++OL7/8kv1my5YtOO+88+ByuZCdnY1rr70Wx44dY58Hg0Fcd911cLlcyM3NxXPPPRd33uougJkzZ6Jv375wOp3Iz8/HrbfeikCgyuU3e/ZspKam4uuvv8bgwYORkpKCcePGobi4uHkujA5DADAwaEUIIVBVlQkCBgbHAypRW+WvvsyZMweZmZn4+eefcfvtt+OWW27BFVdcgaFDh2L9+vUYO3Ysrr32WoRCIRQXF2PEiBHo378/1q5di6+++gqHDx/GlVdeyY537733YunSpVi4cCEWL16MZcuWYd26dbW2ged5vPDCC9i8eTPmzJmD7777Dvfdd1/Md0KhEJ577jm8+uqrWLZsGfbt24d77rmn3v2tL4YLwKBWREWESlTYTLbWbsoJCQGBChUg2qQqQGjtJhkY1IpKVGwo3tDs5wgGgnCGnOC5Kj11QO6AmNd10a9fPzz00EMAtI3nnn76aWRmZuLPf/4zAODhhx/GK6+8gk2bNuGLL77AwIED8eSTT7Lfv/XWW8jPz8f27duRl5eHN998E++88w5Gjx4NQBMw9PvhJEIfINi1a1f885//xC233IKXX36ZvS9JEl555RVkZWUhJSUFt912Gx5//PGk+9lQDAHAoFYiUgQhKYRMZyZMvDFcmhpCCBRVMSwABgbNwKmnnsr+LQgCMjIy0LdvX/Ye3aTuyJEjWLduHZYuXQqXyxV3nF27diEcDkMURZxxxhns/fT0dPTq1avWNixduhRPPvkktmzZAp/PB1mWEYlEEAwGWbCgw+FA9+7d4fP5AAC5ubk4cuRIwzueJMaMblAjNEBNVmUoqmIIAM2AStSYOAADg7YOz/EYkDsg6e/TeYQDV+O28NVRVRU+nw8pKSng+SqNvz7aPwCYzeaY1xzHxbxH26OqKlRVxYQJEzB9+vS44+Tm5mLHjh31OjcA7N27F+eddx5uvvlm/POf/0R6ejp++OEH3HDDDZCkqsDfRO1siZggY0Y3qBG6MDXU/2ZQN1QAoLEABgbHA/VZiFWoICoBuHr8rvK79K8lGDhwID7++GN06dIFJlP80lhYWAiz2YxVq1ahoKAAAFBeXo7t27djxIgRCY+5du1ayLKM5557jgkyH374YfN1op4YQYAGNaISVVuYYAgAzQEh2sIPoosFaKcoqoKQFIKiGlaQEw6C48LFNXXqVJSVleHqq6/Gzz//jKKiIixevBhTpkyBoihwuVy44YYbcO+99+Lbb7/F5s2bMXny5BgLRXW6d+8OWZbx73//G0VFRZg7dy5effXVFuxV7RgCQBJIitQuJyZqumMLlUGTwrR/EPAc364tAJIqISgGERSDrd0UgyaG6P5ry+Tl5WHlypVQFAVjx45Fnz59cMcdd8Dj8bBF/plnnsHw4cNx4YUX4txzz8VZZ52FQYMG1XjM/v37Y+bMmZg+fTr69OmDefPm4amnnmqpLtWJ4QKoA71mku5Ib+3mtCjMNE3Udq2dNhd64YrneMiq3NpNajUUVYGkSOCQnI/Y4PiCKhCEkKTjABrLsmXL4t7bs2dP3Ht65aZHjx5YsGBBjcd0uVyYO3cu5s6dy9679957az3HnXfeiTvvvDPmvWuvvZb9e/LkyZg8eXKMAnDxxRe3iNJlWADqQCEKZFVGWA63dlNaHLb4E7Vda6fNBbWwgAM4cO06CFBRFUiq1K6vQXugrVsB2huGAFAHKlGhqIqWqtXOzODUb0cIMSbmZoBaADjCARzapZsJqCoqQ1MiDU4cmJCLqvFu0HYwBIA6oAJAewyEoxYA4MRanKJyFP6ov9UnI5YexXPt2gKgqAoUorCNkVr7vhg0H4YFoG1hCAB1QCclWqmtPaFP/zuRYgBkVUZADCAsta5bh2pEAgQmALS3MQZUjTOFnFiCNiEEETlyQgnPDaJyzefQMrntBsljCAC1QE2SCpTjIoq1qaEugBMtQl1RFciK3OoaNx1fAi9ouc4EJ9R1ThaFaPeDXYMTRACQVAkhMQRf1NfaTWk1qs+Z1NVj0DYwBIBa0Psm22OhFrpJDc/xrb5YNhXU7K5AafWoe5r7T4udtNdaACpRIakSBF6IyRdXVAUBMdDq96mhEKJV0YzIkdZuSqtChQCa4dHeFKm2TLsTAMJSGL6oLykplAkAlZHa7Wlypv5/Qgh4nj9hJHe9UCcqYqu2hQqVTABoj0KmLsbGwls04axS2JRVGWEpDH/U38qtbBh0rB2vAkxToi8D3NrziFHXpIp2JwBIigR/xI+oEq3zuzElcNugebY5MxP0xTt48MdFJa9k0Ofet7YAQOsr8ByvTY4cThhLS7JQAYAQAoETAFIVcEo/a+371FDo4n+iCM8nAvrUZoN2JgDog42SCcyhExAHrs2ZZ1WiIigGERADzXZ8OmlR3+yJMIlV31+8NftErUsCpwUBtoT/mxACSZHi+p3ovZaA3geBEyDwgmZpo4GnlQvo8RpER7Mb2nN6Y/VaF0Drx3gQkHaZ1p2IdiUA6HddS8YsRycgE28Cx3FtygJAC6cEos0jANAH90TzT+snJOqjbbV2VO4DwPOVG55wzT85SqqEgBhASAqx90RF1MrwSi1fhldRtWeRWUF0QhBdQI9Hq0hM/BDaeR0NUrn4c/Rl6y28RNuYwKCSdiUA6IuNSIpU63dZBgBRYObNbEOLtgI1ZTdX3jQrUgPuhPJPU6sOD75V/bN6Fwvzj7aABUBRFUTlaIwAoBIVoiI2mzBZG/QeWAQLG2vUGqHfKvl409bYPhq6ctrtlbggwFb2weufvQULFmDs2LHIzMwEx3HYuHFj3Pej0Shuv/12ZGZmwul04sILL8SBAwdavuHNQLsSAKgWSye8Or9bOfFQC0BbMuPRCaa58qbppMVxHPNPnxAWAF1qI0HrWQD0ixrHcUwIkJXmbQ9dcKNyVQwM1cKjSrRFhTxJkTQTP1HYMwYOVX5zXbxGW3r2kiEugLidCgDVF38WCNhaylS10waDQZx55pl4+umna/zJtGnTsHDhQnzwwQf44YcfEAgEcMEFF0BRjq8xmYh2tRmQSlTIRDM3SqpU68YUVPsHAIGvKtTSVtD7sVSiQoBQr9+HpBBAALvZnvAa6BdKWsAj2cWBClcCJ1SZdtsIereOqrZeMBCrAshVTYwcOMikeQUA5pdGVQ0CKgAQQiCpEqy8tVnOTRd2nuOZJSIshcFxHEy8iVlDaEEk+kfTUE31mK4IIQhJIZh4E6ym5ulPdURFhJk3a+7CaoFmbWnuaClitHyO/o9jgl1L7PsUDAZxyy23YMGCBXC73bjr7rvw+Wef49R+p+Jfs/7FNuVJtEkQAHi9Xrz55puYO3cuzj33XADAu+++i/z8fHzzzTcYO3Zs83eiGWl3FgA66em1PxoYFZJC8EV88Ef9MZMVgDprtRNCmjwor7aURb2GUdsiRghBQAzEbLOqEhWSIqE8XM7aS4MKacoVm3xRtYAnYwGIylGExBC8ES8qIhWoiFTUuciKighfxNfs2i9QVdvALJjBgavTFdRcxOwDgKo0qebUdKvXtaBjXB8c21wWEZWoVeMiXMGeFVER4bF6qqwg4KpSAyvHTUNM6NTKURoqbRHrAY2j0D9Piqpo95c0bynt5gwGrgk6hpL9Y0HEpCr9tb7HaIjb4N5778XSpUuxcOFCLF68GMuXLcf69euZC6Au1q1bB0mSMGbMGPZeXl4e+vTpgx9//LHe7WlrtBsLgD6y2MpbIakSey8shxGVo5AUCRE5AgICu8mu+YorNeC6LAAK0dKVQmIIdpNdi2iuB6IighASo63Iqgx/xA8zb4bdbI/5vj5Pv7bJkRZZCYkhOMwOpp0oqgJRFeGNeCHwAlSiIiyFEZEisAgWdlzqm+W4ust40kk3KAWZFYDjOFgEC5wWZ8Lf0HS8oBiEQhSk2dOSvWT1Rr8AUpNza6WYsSDLyn3G6QJI29ccVhP9Yk9N7fTeU3ePqIhwIvG9auy5aQlmipk3I9WWGmMFodsiS6rEMnAaYkKnwYNRRRuPKdaUJu1P3Pkq0xVDUghuq5sJVCbeBJk0XyYDjWcKisEGzTsNgSoVyXyPWpxMvLbUUCWM53iYBXONv1VVFQEpAF7k2TMCAC6LK+lnIxAI4M0338Q777yD0aNHgxCCt2a/hS4FXZL6PQCUlJTAYrEgLS12XsrOzkZJSUnSx6kJfbB1a9BuLAB6bcLMm5kFgBACWZHhj2q1AexmOyy8BUExiKgSZSY9agavaRGki6pEpDoXFWpy1b+OSBGUh8uZRkoXYIUkDlhkMQp1WAASaXd6oSGqRFERrkBIDMEf9UNURYTlcKwLIIkANVr3PCJHIKsyMuwZcFlccX2tjqzKkBQJUUXboKc5fdD6nclo6l1rbT6jD7IEUKX9NmMt/OpmaSoEq0TVAvDAx8QGNMe5OXDIdGQiw54Bj80TN5nrYzMUorAA1Pqa0KmVS1KkFtn4iT6nkipBlEW20FFLU3O5dqig0xb3kUikZetTAZv7nuzatQuiKOKMM85g76WnpaNnz56sfQ2lqYR0JpS3UoB1u7MAgAOTkukkQx+eNFuaJomZAKfFCUmVtAwAVO7XXrknAIjmQ+c5nmnmdKGTFW1Bq66xU6hvUlREpFhTYBbMEBURoiIiokS0cwrmmIU7kUBBTdnJWAD0AgA9NoGmBVsFK/yiH2bBjBRrCksRc5qdMZJpXebpiBxhPt0UWwrT5qhWWxOSqk3S1C8dlsM1Wgsai15oEngBPHgoUFgeektC75v++nIcB6ioMaZDVMSqfPkGQM3qdOISZRFWwaqdr9ItFlWizWKBYPn+lW2v6fgCL4DIhAnUZt4MVan/BCkrMmRVhlWwMguTy+pqdD8SQTVdqulHlajWX6gw82ZEuWizuZroVuUtKQBwHAeXpe5rqXflUAsAAFYbwSyYa9R8VVWFalbhsrhiLAD1GZfVBQz9gk8FkbrIycmBKIooLy+PsQIcOXIEQ4cOTbotiWAKnKrG9LElaXcWAAEC0+glRWIPEM13p1DTNZ2YmRasVmURlIXK2MREF9i6MgzoYu8X/aiIVEBWZWY6lJUqU6HeXFv9eHrzf13mUfoQ6jVxlgpXKcBk2DPgsXpgNVlh4k0QFZFpxmzCTsIFEhJD7Bj0NzzH13g9qPkyLIfhMDlAQGLS06pfs8ZCrxld7E28qdVqAegtLBSBi62Fr0dSNDdOeaS8week7iCrYAXHcWyhklQJFsHCrkdzuEVYsGodghY1+dPywGZBs8DV5x7pnx266PvE5Mp/NwRaWIwePySFYl1NOtdOc5xbVEQm5DcFyexfoJ8X6/qjVsTqr+t7nPoKpYWFhTCbzVi1ahV7r6y8DDt27ACQXGGzQYMGwWw2Y8mSJey94uJibN68uVECALUm6xXT1qDdWQCo1MlB83dS051eQk2EvhgOR7QHWiJazIDNbNM0DqJFl9dUZphOrhE5AkVRECRBbae9Sv+ofqLTT2KSKsVIiSxFShc1XVu/ZVWOWVj0kfAAYjRKq8mKaFTTWGJy1GsJgmRCBhS4Te6Ya1bb76j2z3EcHGYHRFUThGigJlBVDz4iR+CyuBplHahuLeF5HkTRBAArWiZSXN8WRVVgMlWNO4EXQJTKSPxq7aHjJqpE4ba4GxTZTgVBh9nBtEaaimc1W8ERTShojutBx5xFsNT6PRprQrVEuoDWZ3HTZ/BYBAusgpVZpxwWR6P6UdP5qHvDxJsQlaNM0OF5Psa105SWJvrcyUSud6qkrMqaGyzBohqVowiKQXC2Rq5KdH1NcJhkg/Aag8vlwg033IB7770XGRkZyMrKwoMPPRijbZeVlWHfvn04dOgQAGDbtm0ANM0/JycHHo8HN9xwA+6++25kZGQgPT0d99xzD/r27cuyAhqCPrCxtfz/QAMsACtWrMCECROQl5cHjuPwySefxHxOCMGjjz6KvLw82O12jBw5Er/99ltTtbfB0InfxJuYBEr9z6KqmUJrQ58KRxdmWZHZft8qUQGiHV9SpYQai6iIbMJNd6QD0CJ4Q5IWoCdwAtO+qHmfCgiSWmVC1OdH8xxfaz6qfjJk8QWVwkAioYdeH9r+6tHZNV1bRVW0qnbVrCg8qlIuq/+GBl1aeSt4nodNsEFRlRgrQFSOIipr8QHl4XKEpXCNfa0Let9ov6l/uTksAHQnu5pMv4qqxAX/CLxWCz8ixWpf1JcdUSLMYlJfmEAJrf966wc1x9LFqTksANWDwWqCjjU6XuoSIhNB+0qvLXV76Z+hpoQKN2beDDNv1gQrVYoRAhoSx1AXVKBTVZUF9yYDDRqsqfIjDWhs7HOhV1L0VL/HzckzzzyD4cOH48ILL8SYMWMw9MyhGDhwIGvfokWLMGDAAJx//vkAgKuuugoDBgzAq6++yo7x/PPP4+KLL8aVV16JM888Ew6HA5999hkEoWHCHCGaIkljXFqTep89GAyiX79+ePHFFxN+PmPGDMycORMvvvgi1qxZg5ycHIwePRp+f+vt6KWXjukCx4OHCpVNgCahDgtApdRIF0+66NPodYVoWqtFsEBV1biJn+ZYR+QIzLwZJt6EFGsKmyhoPj6dfOmkQs3C+oeRBbNV1teuKcBIH/VOhQt6LehCUB26ONB6CUB8hHp16LWonvPPagggVjuhGQdRWdM2bWYbALCo4KAYZJOQqGhBiW6LG1ElirJwWYMD1QhIzEOXKEaBRjgnckXUh6iiaZzHgscgyrELqt66o4+ENvEm8DyvmZB1Pm/mAqkUMAPRQL0nT/1Y4Dme+fzpokjf41Gzy6ahxIzDOuIX6BiiY5bVR6hHsKZCFMiKzsJVGfDZbH54XXyNWTDHaXYCJ9RbQ08Gavani2yyAoBCFJaum+iYKtHqpTSFYJzwnnG1fNbEuFwuzJ07F8FgEAcPHcRdd9+laxwwefLkhOmGjz76KPuazWbDv//9b5SWliIUCuGzzz5Dfn5+g9tE48gAHH8CwPjx4/HEE0/g0ksvjfuMEIJZs2bhwQcfxKWXXoo+ffpgzpw5CIVCeO+995qkwQ0hJtK58oLr/Z3V/f+J0Kcj6TVohSgIS2FIihYwSCe46pMojQ4WFZGZsc2CGZn2TKRYU5hQQv2Jeq2i+vH05vzqwXn6RVpfzVDgBZZapV8IEkEDwxJFqCcy29G2Jjoevc5U+yGEMJN+UAxqQT66e2IRLAjLYZSFyxCRIohIEZh4ExwWBzxWDyJyBN6It9Z7VRNUcNNbAKrHKFCzeHmovMGRudQ6FJbCCEpBlIZKY4QAvVVGf814jteC3ogKUdW+L6sy88m6LW5YBAsTJGs7fyKLC72n1A8LIGYc0MU3IkeadHJmAkACbbA6emGTCmhUWE92gdPHNQCV95lvWsGm+o6FMpFZHAW1LurHWUNSGROhv7d6Qac+VSTpPiKJXJX6qPSmEphqtACgYbn9DUGfAcTeq8f5m7qdyTwLLUGTih+7d+9GSUlJTNEEq9WKESNG1Fg0IRqNwufzxfw1NWzy0wWSUA1IVdVa81Ep+lQ4vT+TmrLphEO1luqTjaiIiMpaWmHMpM9Xac10sWQLNary8GMEgEopVYAQo5mrREUgGoAv6mP9phHddEtfmvrFfPsJsJqsMHEmNoFWD4KsDtWAEvl3eT625j5NFQyKQTgtzhhfNsdxSLGmsMwEv6ilJdKIY4tggUWwICSHGmQFqG52p9eg+rWlGlBdgVA1QceDSlS4LW6E5BBKQ6UxAaP6iHg9FsGiBXZVCgzUBcKBg8VkgdVkrTFYkrY/JIVQHi6PuUbV3R9U29ebynmOb5bAyOrCR22wgkioKg9cVxoqdRuxYLhqFi4qXNNYmsb2hRbMCkQDzAxP3V8CJ0DghBgBoKn2eSBEKzZWEanQhA5Fq5dgE2yaAJBEqiHLWKAZUNWsEtVjj2o6Rl3p0PRZA5A4wK0FrQCMWmISaoNaWpoqVU9vwW1tmjQIkBZGyM7Ojnk/Ozsbe/fuTfibp556Co899lhTNiMOqvHwiPVPA4BMZLj4JNODKvdr54imDTtMDhbFHxMxX6lFUSRFgqxotdZTbak1Hp4GgdGJDAQwCSbwcqz2wiZzQStnS9MT6YMdkkKw2CwsaFHgBZg4E0uNqivwhOf4uII8HJd4S+RExT6qH0tvnqQWE4tgSRjIxnEc3FY3bIoNATEAu8ke44qwm+zwRX0ISaF6BcJRYUh/n/Rto4IStZrIqgxRFeFA/YPGqLXHzJvhsDigQmWCj8PiYNkP1Lqjh7qowlIYdrOdxUk4zc6Yz4NiEGm2+KJJkippMROiH1E5CpfVBbvZHhf4qY+DsZlsMeePKlGtrG0SgrGeqKz9zmF2xAg3dMJLJn2RWgAUVQFvqjKhS5ASLqCSIjGLkqIqSLWnxsWjcBynWcAq428sfO2BiDUhKiIiUoQVF+LBw2PzMLcSnVOcZieCUpBdP6rpNdYFQK1TftFfVc660o0UUSI1Cm36tE592jMd+/qUU70AkOh4VECmgqO+3/rI9rqEHWYBaOZAQIr+XN999x0TUJLSxCurFypQYtaQRrWnlYP/KM3SgupSfm15xQ888AC8Xi/7279/f5O3x8Sb4DA7YiZc/R73SVkAUFXSky4YZsHM/OVMyOB4mDhTTAEf6sMV+NpzuOk10u/NbuJNzDXACvmgKqWKahe0XVRypxUNFaKw3HGCKuGivuYnOvBrMi3TiO2E1w1ggofeXFobZsGMNHtaXD0Fs2AGz/PwR/31mlD1GQDMtcFV7XSoN+nS1/ryyclCa0GIqsgizi2CJoxR0zo1wSYSAKgGGVEiTGjgOE37B7RxaxNskFU5YWobDRgEASJKBGXhMpSHyyHKYpwAQDVV/b2ggWv1Nf/SLAVf1IeKSEXMZ1QrTCYCngpleoGSBtFVX1RERURYCiMkhRCUggjJWqnh6gsyAOaua2ggICEEESnCgnatghUy0Sob6uMNAMBisiDNnhZX46GxVhW9azAgBtjYqC3VkAbQUmuQPn4p0SJPP6f7L1R/xvS1R6h7it4XuqBS4YDOO4nmGn1BoJaEtaUe0x8Lum4CYUV/nLawR0qTCgA5OTkAEFci8ciRI3FWAYrVakVKSkrMX0tAA/FqSoWpDn2I6eJM4wmsJqvmV+aqJgCzYIaqqizIjfpwHabatUkqlEiKFB/FrPPJ6YvIsPREvelOkRCRIsz3TrVGQDcZ17OYTE2TMNMmasjTpRMx29u9UjurKxq8xnboFsDqZnBRERFVozEClL6dBCSunTTIUh+jQCdASZHiAvjqgpr/gao+0k2RwnI4VmBKEHhK608oqsICJd0Wd8x3aMCoN+KFX6yqcqff1S/FmoJ0ezrMvBmBaEAzG1ez0rgsLrgsrpj3qKWsplTWRMiqjIgUQUgMISyH4Rf9Mdka1a0PdeG2uuG2uGPqSSQKJI1IEbafQJotDQ6TQ3MFyGLcuajw0dBFmArg1IrnsrjgNrsRkSMQVbFWgVYv1DQGeh2tguaii8gRmDhTVaVSXWwQjbUJS9r9KA9r9SPoGKHfTygAVI6TmgIX2QKGqrLieu0/Jve/ppWWqzpfU7sB9EKO/hx6sztrVx2npr+jgXtN2dYTLgaga9euyMnJiSmaIIoili9f3uiqSU0Nx3FIs6ch1Z6a3PdpIJzO/AVoAXMeqyemypiJNwEc4I/6tfK6ilYalGpxNUEX9OobEelz4oGqh5QJADqzG60nEFEiLMaBbbVKkk/HStR/GsgUkSMISSF2XrpgJvwdV+VnrylboL5Q079eQ6camkpUVEQqmNZLoX7J6oJP9RQt/QRITffJQoi2qVRUjsJuqrJcCLwAM29m5mqFKDGBeNWh44ea4ePazPFIs6VBJSp8UR9EUhUwSIVEWu/CbXUj05kJt8UNl8UVcyyBF+C0OGMFIr4qhiXRZEeFUwodDxE5AolISLWmQiUqysPlbPGo75ir3i46hvQLKNXmRUWEx+ZhvzHzmjm8ulWPPisNDWyjfdAHDNvMNrjMrjqtiPTZaexmV/pYG4/NowlwlfNO9XEclsPMIhOVo4goWqVOfcZC9QBiQIvx0QsAcRo6detXulVo+iG18CVr2tbHgzSlG0AviFBhhz7TidpW17n1EftNYgFowcDHZKi3GhYIBLBz5072evfu3di4cSPS09NRUFCAadOm4cknn0SPHj3Qo0cPPPnkk3A4HPjjH//YpA1vaWgxHH1AE32/ui/aIljgNrsRkAKIqlHw4OEw1+1LZtpy5UOqD84CqjYMohHVAidA4ZSYdtEJQpQq6wlU+rzpwkt9gA3SwIlmUhR4Qctxt2gFlPTZCgn7VKn90AeyscVQaLZARI5AlEVYTBbWLwBakCDRLAHZbs3yRCumVb9X1f2zVIuyClZmhk9BclYpVpddVWC1xo8JulDWFABIoYu3rMo1bo4k8ALSbGk46j8KlajwR/2wWCwQlcTaaF3CJ0XvGqALBYXmj6vQymZzHMeCFMNyGB6rthA7VE0T90V98Ng8TANraAljahnTa7cykRFVo7CZbDGmdo/Nk9C9Qp+t+lg29FRPLaQ4LI46iwvRIFxasKchwq/efebgtU299LEbNNVQVVUQnrA9EMy8GXaTHX7Rj6AU1O4tkVn8kt4CoLdOmU1mVigtph2VCxgLpuaEmJiCWrX+6teFZhaRpguI07soKt9g7anJHZHUMStjBZoqer8taP9AAwSAtWvXYtSoUez1XXdpeZWTJk3C7Nmzcd999yEcDuPWW29FeXk5Bg8ejMWLF8Ptdtd0yOMCvQWA7qJWGzazDTazjWl8dRUaAqrMrwoqF5HKxUrgBPA8z/z6hGhSKc/z4AnPNHsapGcX7IhK0ZjjAlUpgw2ZjKkARHf8oxX7aC0DGqRWY58qNTZJkZpkf3ZasTAiRzQBgGr4nIAMewYCcgBhRUvP5DmeBUC6hdhxWL3QDMu+MFnYxkjJ1upmEeFcfH4vdcNIiqRFqHM1P3o8xyPdlh6TsZAIgReYgOCNepHCa/fCY/XU2dba0O9PoRcAWNlqWfOB20w2ZtXQ70RnN9sRVaLwRX0sUA1o+KTHMgMq7xENiJUVOc6CR10o1aHjUFblervACCEs4j4ZQT7RuRtbDZClQdbgPmPVOnVCqEpUOC2Ve3pIvLZTqdnOjlE9A0YfvJfIZaJPL9YHw/E8z+af+vSN4zhWVTXR3hf1hWn/0IQRqvjUt11xx9Qv+gSNElbY8dqA/x9ogAAwcuTIWk0YHMfh0UcfjSmkcCKgN1fpF+e6qGlToJow8Vq0vsrFpmyZOFOVb1/ng2PmRSKzQEWajqhvt164oL+tD/TYdKvWNFsavFEvcwXUZgLlea1aoazKUKDUGQCYDPpo+RRbitYuUlV9zWayMV+01WRlrpHqC6q+0AzzR1ZOkFbBipAUQkgKJbWRDDXBJ+ofDe6j+f12S+3jIllNSuAFWHgL2/KZvtcYqFBU3T9MrSiSIqEiUgGP1YOoopmV9dooz/FwW9yoiFZolgndnhoNgd2jSg2axlhYBEvSkdTUZE0r3NXnGrE0MJJcynAi6DPQ0MVOJSqr+FdTrA21kujdlPTaWU1WROQIBEVgRZ+oZY5q9Imi+6tXGU2U2seBa5BFUR8I2FDLSPW2UQVJn+lT129q/IwKPKRK+2+qQMC2IgC0fh7CcQJbbIEaq+g1BTRav7qWbjVpxXlCcogNTH2OtKzILADHJJhii5Doj03iA+GSgU4IoiLCZXbBarLCaXYiokTizlMdqgXKqhxXLrih6KPl6SZKsiIzzYRGRgelYJU5O4GbQu+iiInQRaUmyQG+qK9O/y010YqqmDDNTB/c1xhzeCIETmC+d5e58Tve0cp5+joC9PrKqgyXxcVS4cJSGC5z/B7tZsHMxgctttVQqAWApkSKsggOXL21cf024EBVOeqoHK01o4Rq1LXFbdSFwAk1ptYlg1r5X02aLFUEWHlgErvRlFWwMuVFXw1Vv4ug3r3J0kR1tQX0/vCmMmHrg5OZe7MePnJ9/BO1ACQjPCcdBKiL2G+sANDWMgAAQwBIGn2kbVNP4HpYhbZq5l9aQCgqR2MCc/TmUf1DTzWymBSvSpNYQwafiTfBbrLDYXYwf7LD7IDD5IgJeEuEPoq7MZpgzDF1Cypd5PWmNRNv0rZircxpjyrRhG4YfTEgZgLltOPrFzFv1FvrxETjNmqzhpgFMzt2U+cAmwUz0h3pSfv6a0PgNS1R7y+nQhTP83CanTBxJoSlMHier/GcdpMdFt6CqBJtVNwHffZUopWQDsmhuIJayUC/H1WirJiPP+qHL+qrdZfFpohdMfEmEJAGxyAQQiCqYo2xNizIt3JBl9TYDc7o86CPEaEKgV4gotYRffGkmHY0YcCeHma5UJPf1VAf7KdPbazPuCg5XILJkycjLy8PDocD48aNq9otsHKuj0ajmHbHNHTK6QSP24MLL7wQBw4caFA/m1qAaiyGAFAPeL6ydkATBYIkgprmqi+SAi/EbDREfdJsckRsrrVFsMAu2GNcEPSzhpggOY6D0+KMOR59r64gKKpNEEJqnMAaAl1QaXRz9XtCUzSjcrTGhVlfDIhqEXr/pt1kh5kzs4WiprxlWlmttgwHGhzaFFp6QznkP4Q7v74TeysSF+YCqsVtVEbNU/cGTTvz2DywmWxxKYp6OE6r7EgFx4ZC7xGBtk+DiTM1aDGmx4lKmgDgjXjhi/pYVb+aqkvWVukyWeiiWn2jp2SgmmNtVUup1k5jHKq3l+M4uC1uTYDXCQB6q4Q+XZNp0frUt2ZYvPRFhKirJaaKYC3oA/70GQhJtY/Tznn5pZejqKgIn376KTZs2IDOnTvj3HPPRSAQYP2956578Oknn+Kdee9g6fKlCAQCuOCCC2rdhK3G9jaTANVQDAGgHtBJqLFpbLVBNwlKscRHntMFTSXalsS0TdT0V1eutUWwxKUstgR6H25T+P8p1JRJA9aqH1u/s2FN90xfDIimuOm/RysTEhB4I162I2FcnYHK6n519c9mtjWJlt5Qnv3pWby54U3M+HFGrd+jtSf0BZz0u2byHA+nxVmntkWFxMZazAReYMF7DR2/NG2NpsQ5zU5kODLgtro160KCXRZVou3roJDGxa5Ql1VUida7pKy+0E5N15HGbdAxnMhKWT29snolTFXVAuboHEKtFpTqGQBNAXWt0mMzl0Ad1ygm4K8yvoMKWXqCwSAmT5oMT4oHnTp2wsyZM3H22Wfjrjvvws4dO7F69Wq88sorOP3009GrVy+8+NKLCAQCmPfePKhQUVFRgdlvz8aMZ2bgnHPOQf/+/TF37lz8+uuv+Oabb+rX2Tam/QOGAFAv6ELR3CUcLYIloaRPFzR9FDNNMaLFbGoTAGjKYkuXoGQTjdq0sRM8p22eQwMTEwkA1OxZWxYG23GRyAlNiDTljoNWfKcsXMZ2JdSnXyZqQ1tj9YHVAIA1h9bU+j06vqJKlFmdkq2a2Ry4LC6k2dJqtTjUBc/xSLWmwmP1INWeygQx6k7QF5ailQ0jcoTFhzRGiOE4jm30RN0AETkCf9QfZ1VKVMRKO0jN8TN6NwktelXXc04/p+6z6oIDi0eqJgRw4NgC3BR/1OLELD2VAqeqVgkm9E//O2axq6Wf9993P5YtW4aPPv4IX371JZYvW47169YD0PahARCTssvzPCwWC3744QcoqoJ169dBkiSMGTOGCSp5eXno06dPjfvbJIIVFGpDAYBAE+8FcKJDA0FaegGlsK16VRlmrqrOOHUBgDQ+Arw5oNqPgvpXIKwLml8vQEgoXLgsLoSkENtyOBE8z4PIhFlXEpmXBV5Aqj0VsqKV4PVGvIjIEdhMNnZPCElcDrmt4Iv68NvR3wAA245tgzfihceWOGWQVsgMiSFmCTAJplabvGhMRmMReCHOBUbda6IiagGGHMeq6AGaBl7XduHJYBbMWo0KJQqryQpRFrVKjiBIsWoWv4isWSccZgfrLw1QrK0OvV6TTrbqInUb0MwIKojo04b1kfBUECAgDSqTnSw0LiEkhcBFNQsnlUFclqqAU5bpUINGHQgE8NZbb2H27NkYPXo0AODt2W+jc0FncOBw0kknoaBzAf7+97/jtddeg8PhwHMzn0NJSQkOlxyGwAs4evgoLBYL0tLSNEGs0gWcnZ2N4uLi5PtUufi35vqRiLbTkuMAqikkk9PfXDjMDpbqB8RmAgCtv790IjiOQ6o9Fen29CY/tkWwwMybWapZdQRegNvqrvW60AmETjy1+ZdNggnp9nSk2lIhq7LmFoiUIygGW3WBTIa1h9bGmJPXl6yv8btmwcyi/b1RL8v9P1Gh7rWQpC3QYSnMUhwB1FnGOxkEvjJzRYqwjZMislbOmGq0oizCF/GxLa+pawlArddf78qSldrHsD/qxyPLHsHOsp3MbUDbpBfQ4xbXFjJh6wOFaYAfq2+g+6MCTE3s2rULoihiyBlD2Hvp6eno1asXAMBsNuOD+R9g+/btSE9Ph9PpxPJlyzF23FgIghCT+QXEzhM0WDjRboqJgoX1+f9tyQXQdtWVNohZMCPTkdmqbbAIFmQ6Y9tA9wNobIW95qY5Fkeeq9q5UJYblmLFigFVmk6TsVKYBTPS7elMaFBUpcEaakuZBVcfXB3zes3BNRjVZVQN39YySWwmG+tfW3dvNAbqXgtJIViJljOfaktt8nRNml1BF38ePERZZCWnRUWEqIpQJAUOycHeEzghptZCIug8oBAFNqHm77689mU8v+p5/H70d7x6wavaDp1yGKIqxuxWSusBsABZXQob3aK7uSCEgI/ycNlcMYtmfZ6TOtMJOWDgoIFYv2E9fF4fItEI0jLSMGzoMJx22mkAgOycbIiiiPLycnhSq6xlR48cxZAhQ2LSQ1kWEakSYpjQAFKjdbE1aXvqokG9aYrYBFmVcfY7Z2P428MbXC/9eIU+qDT6uD7XkZqmbWZbgxaLVQdWofOsznj6h6fr/dv6QgWAnhk9AWgWgWQw8SZYTdYWt27srdiLGz+7Eb8d+a3Zz0Xda6IqIiSGYDM17H6WR8rx5c4vMX3ldExZNAXj3h2HL3d+CaAqdZWmMyqqogUgQivlTOsc2AQbVKLCG/Yy4cDMmeu8/jStT4Vaq7C2fM9yAMCGwxvY3BGRI3BbYi1lJt5U5YYgsQXE2AKXxB8BQVAKshTYZP94no8pSlTf8VdYWAiz2YzVq6oE3/Lycmzfvj2mLyBAiicFmZmZ2LljJ9atW4cJF04AAAwaNAhmsxnfLKkK+Dt46CA2b96MIWcMYdlXMXsQVGaN0MwgvVWgrVkIDQvACQDP8Y0uTrR873K2IKw6sArDOg8DAMxYOQPFgWI8O/rZNhlf0BRUj4ZuKTeKqIi4/cvbURGtwCtrX8HdZ9zdbEF2iqqw+3vrabdi2tfTsObQmjYXlKTnkeWPYMHWBQhLYcy7dF6zn49Wj+S55Pbu0LP16Fb8+bM/Y9ORTXGfRVZGML5wPICqoliSIsFmsrGqnWE5zOp5pNnTwEtVpb/pwlkXNCMItRTbCkkh/HzoZwBASaAE5eFyOK1OpJhTEo49p8UJH3ysymB9ng2VqCgNl6IkUAJZleGxetA1tWuLjTeXy4UpU6bg/vvvR3pGOrKzs/GPh/4RU9b7o48+Qk6HHBQUFOCXX3/BPXfeg4suughjxowBAHg8HkyZMgX33nsv0tPT4Unz4IH7H0Cfvn1w9jlnxwZekqoaMXphoKWCxxtC22tRCxEUg5jzyxxsL91e6/f2efeh/2v9cffiu1uoZfXHZrLBY/XUu+ywno+2fMT+vaRI281xn3cfnvj+Cby54U38fPDnRrcTAP675b+44L0LNP9jG4HWXdBvaNJYREXEFzu+gD/qr/E7L615CdtKtwHQNMcV+1Y0+rw18fux3+GL+uCyuHBVn6tgESwoDZdid8XuZjtnfSj2F2P6yuk4GjwKADgSPILPtn0GAPh+3/c11l+oCUVVMPeXudh2bFvSv7EKVrgtbqRYU+o9Bp756Rm2+PdI74Gr+1yNv535NwDAxpKNzKdPtyCXVZlt6+wwO9iWyjaTDRzHseJaUSV+O+ia0Aft1dT+VQdWxdT/33psK7IcWbWWNqdpdvVJf1aIgm2l23DAd4DVGfBGvdhdsbve97IxTJ8xHcOGDcMlF1+CsWPG4syzzsTAQQPZ5yXFJZg8aTJ6n9Ibd027C3+65k+Y916ssPnczOdw0UUX4eqrr8aoEaNgd9ixYOECmE1mZtKn5n9aRZPneFZPgbpPDAGgjbD64Gqc+faZuP3L23HGm2fgye+frLEIyD9X/BNF5UX4z/r/1Fo8pTXYVb4L/qgfHMfF7IpWX8JSGIu2LWKvFxctBgB8+vun7L1vdieX8xqVo/hx/4/4af9P2Fm2My616oFvH8CKfStw42c3solh7i9zce7cc+N81C2FvtBMUzHzp5m46uOrMH7eeJSGSuM+3+fdh+krpwMAuqZ2BQB88vsnTXb+6tBre1ruaXCYHTg1+1QAybsBmoKV+1biy51f4ljoWMz7oiLiqo+vwv99/3+48bMbQQjBu5veZVXoKiIV+PXwr/U610trXsLUL6fimoXXJF1alj5H9bV0lYZK2fOz5NolWHfTOrx2wWv4+7C/o1taN6hExY8HtJQxgReQaktFmj2NLabUCiCrMstWoamnqdbk4xDo4lNbsa0Ve2OFzA0lG5LuZ9JFdgAcCx1DRI7AxJuQn5KP7mndwXEcvFEv9lTsSfqcjcXlcmHOO3Pg8/tw8NBB3HPPPSxlFwCm3j4Vu3bvgj/kx66iXXj88cdhscS6Tzgzh2mPT8OeQ3tQ7ivHgk8WoFN+p1g3B0lcH0bgBBb82RZpdwLAK+tewdh3x6KovAguiwuSKuHplU9j6FtD8eFvH8bU6v718K/48LcPAWhBHG9vfLu1mh3HhpINOO3103DNwmsafazFuxbDL/qR7cwGz/HYcnQLDvgOYOG2hew73xTVLgBsKNmA6xZeh64vdMW4eeMwdt5YDHx9ILr+qyubZD7b/hmOBI8AANYXr8fzq57H/N/mY+qXU/HzwZ8x8aOJKCovAqCZKlcfWB2jLRBC8NuR32qt254ML/78Is6bdx4OBw4DiI2gbgo3h6IqeGfTOwCATUc24fz3z2f9BjRt4a7FdyEkhXBm/pmYNW4WAGDRtkU1xl/sKt+FqV9Mxfzf5jeoTVQA+EPHPwDQBAGgqh5AfeqvN4Tle5Zj/HvjMfGjiej2QjcMeG0AFv6uja9/rvgnGyNL9yzF/N/mY/bG2QDAdpmsvnDVRrG/GE+v1GIqtpVuw6oDq5qwJ/G8v/l9iIqIATkDMLjj4JjPhhcMBwB8v/d79h4tWkPhOR7p9nSkO9Lj9u6oT/qhWTAjw64VNqqJZXuXAQAG5AwAoFknmhqFKGy8d3R3RKYjEynWFE0IgCYEBMRAk5+3Lggh2Ovdi4gcQUWkgmnqHMexINBEFPuLURGpQEmgpCoGQpchQBf5Gms0NJFVsTloVwKAV/bi0eWPQiUqrup9FbbcugWzL5qNLEcWdpTtwI2f3YiBrw/Eu5vehaIqeHT5oyAg6OLpAgB4Z9M7zFJQGi6Nsxr8evhXfLf7OxSVF9U4kVdEKnDFf6/AiNkj8N6v70FSJPy4/0dMWTQF1396Pcs9rouFWxdCIQqW7lnKFs368N3u7/DT/p8AaGZ5ALjilCswMEczj7254U2sPbSWDfKNJRsTarKApgFd9MFF+GTbJwiIAXRwdkC3tG5wmB0Iy2Hcs/geEELw5vo3AQADc7VzPPXDU7jlf7cAADxWD8rCZbjyoyvx1oa3MOC1ARj97mjc/PnNzLd26xe34oy3zsDMVTPr3V+KN+LFP1f8Ez/s/4EtEkBVMaCmSNFZvnc5DvgOwGP1IMeVgy1Ht2DcvHHM3fTw0oexeNdimHkzZo6ZiWEFw5DpyEzoBlBUBS+teQlD3xyKuZvm4tb/3Vpvs/3hwGGs3LcSADC4k7ZAnd7xdACa8Hfph5cidXoqXvz5xQb11xvxxpiVqxOWwrjj6zsAgGXR7CrfhUmfTMJlH16Gf63+FwDg3G7nAgBu//J27PHuQao1FXedoW03TheuZHh42cMxC8ycX+bUqz/1gZAqxeD6/tfHfU5jab7f933cZ3oauj8EIQTPr3oeb214C4BW06KmxaYiUsEW/DsGa/dj4+GN9T5nXRwLHYOsyrAKVpahAwBuixsZjgwAwOHg4SY/b23Iqoyd5TtRFi4DoF23sBxmmRk1oRIV3qjmvgmIgaoqitW2B29LqX31oV0JAEvLlkJSJQzMHYjXJ7yOVFsqLj35Uqy7aR3+MfwfyLBnYE/FHtz6xa0Y+PpALClaAhNvwkdXfoQ8dx6OhY7h022f4uOtH6PXi70w5M0hTNL9etfXGDZ7GC6efzH6v9YfnZ7vhGd/fDZGWy0JlOC8eefh611fY0PJBtz8v5tRMKsA4+aNw0dbPsLHWz+OWdxeWfsKbvrsJjZo9Xy962v2b7qAJ0NFpAJTFk3BxfMvxth5YzHpk0nsWIPyBqF/Tn8AwAurXwAAnFVwFvpk9QEBwXd7vkt4zMeWP4aKSAVOyToFSyctxfbbtmPjXzZiw00b4DQ7sebQGrboCpyAeZfMw4U9L2SRslf2vhKrb1yNju6O2F66HdO+nobigFZk44PfPsCTPzyJf37/T8z7VfPNzdk4p8Ea64LfF7CSr+/88g5z69A9zXmOxwurX8DiXYsbdHwArJ2Xn3I5vvjjF+iU0gk7y3Zi5JyRuP3L2/HCz9q1vf/M+9EltQtMvAkX9rwQQKwbYEfpDoybNw4PfPsAwnIYTrMTkirh0WWPJtWOXw//iss+vAy9XuqFfb59EDgBp+dpC/9peZoFYHfFbnxT9A0ICJ74/gmUBEpqPF5YCuPZH5/FZ9s+Y5aZ0nApiiqKsLu8ZqHkmZ+eQVF5EXJdudhw0wbsm7YP9wy9BzzHs3iTGwbcgPcvfR+9MnqxSnlX970a47qPAwD8uP/HpLJTftr/E+b/Nh8cOMw4Vyt3vPD3hcwH3xRIioTv936P8kg5Vu5fiR1lO+CyuHDZyZfFfXdYgSYAbDq8KeFz3FgWFy3GI8sewbSvpyV0UYalMD7Y/AEO+Q9h5b6VUImKwvRCjCscB57jURIoQbE/+YI2daHX/nNcOXELY5YjC4BWlIqmPjY1ETmCI8EjMdbDPRV7EBAD4DkesxfOxt2P352UFcIb9bLjKERBVImynUabgqAUxD7vvkZbNRtKuxEACCFYUqpNNpP7TY75LNWWinuH3ovNt2zGE6OeQKotlWlZk/pNQs+Mnuw3/1j6D0z5dApERcSu8l244r9XYPXB1bj+0+uhEhW5rlzYTDaE5TAeX/E4Lp5/Mb7d/S1eXfsqxr47FpuPbka2Mxv3DL0HHZwdEJSCsJvsGNNdizqdtWoWdpbtxLub3sX939yPD377AFd9fFWMZWCfdx+2HtvKXs//bT6LOp336zws2rYooUa2vng9hr41FB9t+YhJvgt/X4ioEkWP9B7omtqVmTCpj+ySky7BOd3OAVDlBqiIVGBX+S4AwLridUzDen7M8xiUO4hJ1LnuXNx9hhY8+exPzwIAxheOR8eUjpg1bhaGdhqK6069Dq+c9wry3HmYf/l8eKweeKwePDHqCTw7WvvN9JXT8eyP2r/NvBn7fPsaHJQ4ewBwMQAAOHJJREFUd9NcANomP5IqsZr4VsEKu8mOb4q+wUNLH8LEjybi293f1vv4FZEKfLZdC1675tRrUJheiKXXLcWwgmEIiAF2rW4ccCNGdx/NtIuLT7oYgOYGeG3da3h8+eM48+0zsfrgargtbvxr3L+w5Nol7J7VFS+xaNsijH53NJYULYFKVJyedzreuugtlufdxdMFIzuPRKYjE3/9w18xMHcgQlKIxSUk4umVT+PxFY/jTwv/hOFvD8dzPz2HaxZcg/Hvjsf498bj0g8vxXM/PRczVrcc3YJZq2YBAJ4d/Sw8Ng9Sbal4ePjD+PKPX+LkzJNxVv5ZePLsJ2E1WTFr7Cz22yn9p6B3h95It6cjKAWxvjhx4aKycBk+/O1DTPxoIi54/wIA2nP7l0F/wUmZJyEsh/HR1o8S/ra+HAsdw4T3J+D8989H4QuFmLJoCgDNepbI9J7jykGP9B4gIMzi1lBERcTjKx5nY4gQgie/f5J9nkgRuO3L23DT5zfhtDdOY2N9ROcRcJgd6JWhFcRpKjcAIQQHfQcTav8UGrAMAEdDR5vkvHpkVcbOsp046D+I/b79ADQh1S9qsVI90nswK0Qy1QyrC21N6bpQVAV7KvagPFLOFJ6Wpt2kAa48sBIHowfhNDsTSuqAlvLy18F/xXX9rsMLP7+AXWW78NCwhwBoE8r0ldPZjbqq91VYUrQEG0o2YMzcMSAgGFYwDAsnLoSJN+H9X9/H3UvuxvK9y7F873J2ji6eLvjkqk/QLa0b7ht6H9YXr8dJmSchzZaGSz68BN/t/g5TPp2CLce2ANBM06sOrMKURVMw95K5MPEmpp32y+6H7aXbsbNsJzaUbMCKvSvw8LKHAWiS9jDXMPSP9ke6KR2H/Idw5UdX4kjwCLqldcMbE96AmTfjjq/uwIaSDZjYe6L2gGT0QIY9A6XhUvAcjwt7XYitR7fiX6v/he92f4cdZTsw4f0JOOQ/hH7Z/RCWwyAguKr3VTgj/4y4a3rbH27DnF/mYK9X005uGHgDAM0U/NU1X8V899TsU/HrLb/CzJvhtGi+3+JAMZ776TkAwN/O/Bv2evfi/c3v48MtHzJzNqUkUIJtwW0YogyByRQ/tLce3Yq1h9bCxJvw1oVv4eoFV+O9X9/DXWfche5p3ZFiS8G7v74LQJP2J30yCYuvWYxTsk5JPKgSsGDrAkTkCE7OPJm5U7Jd2fj0qk/xxIonMGvVLFx40oW45lQtdsMX9SHHlYOzCs5CpiMTx0LHcO+Se9nxzul6Dl4Y9wLyPfkAgGv6XoN3Nr2Dv3/7d7xy/iuw8tY4a8jMn2bi0eWPAgDO7no2nh39LArTC2O+w3EcFl1dFfi5ct9KjH9vPGZvnI1bT78VPdJ7xHx/V/kuvLTmJQCa8LTpyKaYlLeQHMI3Rd/gm6JvsO7QOsy9ZC7KwmW4ZuE1kFUZF/S4ABN6TYg55hn5Z2D1jbGCzJkFZ2LOxXOgqAp6ZWoL1PCC4fhk2ydYvnc5u+eEEMz7dR7e3fwu1hxaE6PtDe44GI+MeAQcx2FSv0l44NsHMGfjHNww4IYa71sybDm6BRM/moi93r1sZ05qMZnUb1KNvxveeTh2lO3Ain0rcH7P8xt0bkII7v/2fszZpC3+HDhkObNigvg++O0D3H3G3cxM/eXOL5lQEBAD7LvDO2txCQNyBmDrsa3YULIB43uMZ8d56oen8P3e7/HOJe8gRUhh52dtAdG22JajrOwwz/E46D/Ign5z3bk1askdnB3gjXpRGi5Friu33unLYSmMPd49cFvc6JjSMeY8B30HmfJSFi6DRbCwzJJcVy4cZgfrS0CqfTGXVRm+qA8AkG5PR1m4DIFogFkxGss+3z62iVmuK7fev2+KuB2ONHf0Tz3x+XzweDzwer1ISYnfEa+hXP3fq/HBlg9wbd9r8dL5LzXoGDd/fjPe2/we7h16Lx4a9hDWFq/FBe9dgLAcRmF6Ib659puYcrfbS7fjrq/vwj7vPpycdTJOzT4Vfx74Z3Rwdkh4/J1lOzHkzSFMe7+gxwWYevpUXDz/YkSVKG4aeBOeHfMsrvjvFfh619d4ZMQj2HxkMz7e+jGGFQzDj/t/hEIUpNnS2P7mPdJ7YM7Fc3DHV3dgzaE1OCXrFCy+ZjGrPa6oCg76D8IX9bEHZ/oP0/HFzi8wvGA4Pv/j54jKUXT+V2eEpBBSramoiFbEtNttcWP9TeuR7cpO2K/Ptn2GPy38E3qk98CqG1ax9JhkUImKl35+CSbBhJsH3Yxvd3+LSz+8FJmOTGybuo3lLpdHyjH4jcEoCZbAaXbizIIzMarLKIzqMgonZ54MjuPw4HcP4t8//xsX9LgA7132Hi778DIsKVqCy06+DG9f9Db2e/ejzyuau6Nfdj/8cvgX5Kfk4y+D/oK+2X3Rt0PfWitBRuQIxswdg42HN+L/Rv0fpv5hatxDuq10G6JKFC6zi01AfTv0hYk3YUnREsz/bT5kRavLPq5wHK7uc3XMtSoJlKD/a/1jsit6OHrgi8lfIDslGy+veRl/+1ZLP7t50M148pwnk55gr/zvlfhq11c4Pe90dE3riv3e/RhfOB5TT5+K6z65Dv/b8T+c0/Uc/GfCfzBr9Sz8fPBn9O3QF8M6D4Mv4kNReRFeXPMiokoU1516HTaWbMSmI5uQn5KPb679BjmunIQpYHUFXv5n/X9w1+K72Hgs9hbjmnnXYI2vakOjkzNPxgU9L8AVp1yBkzJPYu+XhkrR66VeEBURj418DLf/4fYG1cvYfGQzxs8bD2/Ui66pXfHh5R+C4zh8vv1zZDmycG2/a6tKxOrgOA6f/P4JJn86GX2y+uDHG5LfQIYiyzLuf/9+vHHwDfaeiTehk7sT9nj3YEr/KXhv83uIyBGsmLwC/XP6wxvxYvCbg3HIfwhTT5+KHuk98MiyR0BAsOnmTUi3p+PVta/ivm/uw7ju4/DhFVqw8/I9yzHhA01Qu3nQzXjq7KdwcM9BdMjqgPSMdESVKHaW7awx5kPgBBR4CmIqCiZiW+k2hKQQOjg7oKO7Y8xnBAQHvAcQEkMozCiMGR8qUbGtdBtzH6TZ0tA5VavtXxGpYJZbqsRQ7CY7emX0Yml5mw5vAgHByZkn11hh8WjoKA74DsBhdqBTSidsL90OE29Cnw59Gu0COBY6hv2+/eDAoTC9ULMeEW39S0lJiYsxSERpaSmOHDmCnj17QhCqrlF91tB2IQCUhcuQ91weokoUS/60BIPzByMgBrCrbBeynFnIc+cldZy93r3YdmwbBuUNQoZdMyP9sO8HfLD5A9wz9B50Se1SaxsO+A4g05HJznckeAQlgRLkufPYwvJ/3/8fpq+cjpMyT8K3134Lt9XNFlAAePX8V3Hn13ciLIcx56I5CEgBTP1iKjvPxN4T8cr5r+DzbZ/jzi/uRKlUylLcUq2pWDZ5GbqldYtpW0gKYVvpNvDQAoh2l+/GG+vfwMMjHmZR41ToALTJ9p2L38Gyvcvw9a6vMbnfZFzY68Ia++6NeLFo2yJ0cHZAB1cH8ODRPb17XDlRWZWxo3QHBF5Al9QucdXMysJl2FOxB5d+eCnKwmX4+MqPMbqbtsnHtK+m4a2NbyU8f7YzGyO7jMQ3Rd+gNFyK+ZfNx/ge47GxZCNGzB4BAoL5l8/HxpKNeOqHpzCsYBjeueQdnPvOuczVoT/WoNxBeHDYg+ib3Ze9X1RehMmfTMbGwxthM9mw8vqVCErBhKmFHDicnHkydlfsRlgOo7Onc4zgGJbC2FG2A2m2NKb5R+Uo8zUv37scM1bOgD/qh1/0QyEKTsk8Bbeefitu//J2EBA8MuIR5n6pfg33efchPyWfmUK9ES0/OyAGcP5758e1uWtqV+yu2K1Zo25YhV6ZvbC7YjcqIhVwW9zIc+ex8VNUXoTJn05mx+jg7ICv/vQVOns6Y3vpdohq/MLhMDnQM6NnjULhjtIdGPTGIHDg0CmlEyoiFfCLflgEC/525t8wsfdEdp0o5ZFyHPAeQJo9Df9a/S+8tu41AED/7P74x4h/YHjB8Ljc96AYxLridRAVESpR0S2tGwrTC7G3Yi9GvzsaJYES/KHjHzD/8vns+adURCqwp2JPwvtt5a0Y8pZWj/63W35jbZVVGRWRijrLiy/euRhXfnQlVKh4fOTj2Hh4IxZsXQBAy5L49ZZfcc+Se7Bg6wJMPX0qnjz7SUz9Yire/fVddEvrhh+n/AiH2QFf1AdREWEz2bCrbBcO+Q9h4scTke3Mxo7bdyAshTHkzSFsEbUIFqy/aT2cUSdC/hAyszJxVDyKsBLW0g0FM8y8GZIqQVEV2Ew2ptyYBXPt+xGIfhzwHQAAFHgKWLYHUFmgqFKByXRkxmjc9DO6AyoBgcPsgAABQSkIFSoy7Bno4OyAg76D8ImaBt81tStsJhsICKJyFMWBYkTkCHKcOQldFVE5ioP+g4gqUWQ5suCyuNj9pceqL76oDxWRCoiKyJStDs4OSLOlaUIO0TYwcrlctQoAhBCEQiEcOXIEqampyM2NtR4YAkA1Xlj9Au746g50sXXBuqnrYDKZsK10GwsGOynjpDqL6NBFkpLjzEGuOzmzjaIq2HJ0C2SipRim2lJh4kw4FtbyoXnwODnrZFgECxRVwaLti1hkOOWx5Y/huZ+eYzWnOzg74MPLP4RKVFz24WUoj5SjZ0ZPLJu0DC6LC7IsY9GXi/Ca9zX8dOAncODw0ZUfsQVTT0mgBMWBYnisHnCcJklX79+cX+bg9i9vR++s3vjs6s+S3hPhWOgYDvgOxE2Meomcst+7n10TM29mmQTVr+FLP7+ED7d8iIm9J+KNCW9g9YHVGP2u1q8nCp/A8KHDsWL/CizdsxQ/7v8xZp/3Ds4O+H3q70wLpFaBHFcOBE7AQf9B/GfCf3Blb81d8s4v72DVgVVaaqT/QEz7/zXuXxjdbTRm/zIbz696Hr6oD+n2dLx+wevIc+exh7w6ea48ZLuycch/CIeDh5FmS4sRHneU7mDWgR7pPeCyuLCrfBczR3ZL7cZ28dtyeAvGzx2Pcrmc/X5K/yl4fuzzcQuq/hoKnIBTsk4Bz/HYenQrRFUEDx5rDq3BTwd+QoY9AybehHc2vcPOe8tpt2D6udOhEhW/Hv4VKlT0yugFh9mBzUc2Q1IlFKYVYt6v83DfN/ch1ZqKL/70Bfp06IN93n0xGll1Oro71mgZI4Rg2NvDYlwOBbYCzJs4D/1y+8V9/0jwCA76D7LXhWmFWPj7Qjz03UPMeuU0OzGsYBiGdBqC/jn98f2+7/HmhjdREamIOVa/7H4sd/2UrFPw5Z++RJotdsFQicquYSIsvAW3fXkb1hWvQ8+Mnvj86s9xLHQMkz6ZhJ1lO3HnkDvx92F/T1i+d9meZZj40USE5TAmnjIRr094HRE5gnHzxmFDyQbcNeQuPDryUXy18ytc+dGV6ODsgEG5g1j54S/++AXOKjgr5ph7K/aiLKJtZz323bEgIJg2eBr8oh9vbngTua5cdE7tjFUHVuHaU6/Fi+NfRNnRMhw4coBVSsx15Sa03EiKxLJp6qpqWR4u1wLzeO14PMfDF/XFBGxyHMfOFZEjzJyf5cwCISSupoRZMCPbmc1y8ysiFbAIFuZSpBsLBcQAgmIQDosjRpiLyJGYrBaO45DpyATP8SgPl0NURKTZ0xLuhUC3BTfz8WWb/VF/3NhymB3IcGTEVAkMh8Ow2+1JWUhTU1ORk5MT911DAKjGgq0L8MTyJ3Ca6TRMv3o6KsQKFiACaFtMVvd5VmdH2Q4ExACsgpVFKafZ0tDZ07nOm3XAdwBHQ0fZ3vX6xdDCWyCqYtwiUB1ZlXH+e+fjpwNaINGFPS/E3UM1DW/p7qVYtH0RXhr/EmxmG1xmFzJsGVjxzQqcMeoMzP51Nrp4usT4+WL6VrngFKQUAJwWZOgwOZgPFtAenOV7l+P0vNPjgp0IISgOFMcNcEIImxTTbenI9+RDURVsPbYVClGQn5LPBImwFMbvpb8DALvGPHh0Tu2MVFsqu4YAsOXIFtzyxS0w82ZM6DkBm49uxvbS7fhTnz/hCtMVGH7ucBYDEJWj+Pngz1i6ZynWFa/DpH6TcOnJl7I2hqUwznr7LOwo2wFAE86237adSfh6wS8shbGnYg/+u+W/LECQakAAMKTTELx94dvgOA6Hg4dhFaxxQo4+JzggBrCjbAdMXKVZkeNQHimPKZTiMDmQ48pBUUVVqqdVsDK3hizLeP/z9/HEgSdQHCjGud3OxYeXf5jQzK2/hgCQac+EWTDHBCCl2lLhMruYsOONeDH7l9kIiSG8NuE1pNnS4I14UVRRBAtvQe8OvQGALfAdHB3QMaUjVh9YjY4pHdEppVPMNSxMK2STMaAtAjRD4eTMk2tcNERFRFF5EYJSEKIkwrfZh3PGnBMT60EIwQHfASZE0nFELQxHgkfw9Mqn8b8d/6sx2yHXlYtMeyYzdavQTPr5KflYcu2ShNZCKkBbeAtOyjyJ3V9CCH498isICGyCDZf99zIc8B1AQUoBDgcPs3kE0CwTV5xyhRZ1DhWFaYXgOA53fHUHInIEg1IG4fMpn8Np065dRaQC3+7+Fhf2vBBmwQxJkdDzxZ5MyLIIFjw35rmEsQlUWAOAh757KC5F8YPLPkCGIwOj544Gz/H47KrP4Iv6cPNnN8Nj8eCxEY/FxXMAgCiL2FleVeGzg6ND3MZlesJSGJM+mYRd5buQ48qBpEos1fjuIXdjwS8LsDu8G5ecdAnOLDgTjyx9BEEpiCt7X4n7z7yf9WXF3hVIt6cj25WNMzqeUePW32EpzKwbm49sxvSV05HnysNnf9T6N2vVLHy6TSt+ZuJNGFYwDBf0vIAJpou2LcJ/t/wX53Y9F9NHa8Gyeyr2YPGuxfhh3w/YemwrVKKiY0pHzBwzE4XphRAVEa+ufZUFbl7Z+0qMKxyHgpQCZnmISBG4rW5whMOKFSswfPhwmM21C09msznG7K/HEAASEAgHsOTrJRh2zjBsL98Omcjo4OiAY6FjUKGiS2qXOMmeQidlqqn7o37s9+0HAYHL7ELXtK41+hUjcgS/H/sdBIQVwthdsRuEEHRO7QyLYGGTI9X2auKg7yCGvjUU5ZFyPH3u0zi7y9kIy2HYBBtOzjqZTfAcOPRK64Wflv4UsxgmQlZl/HpEq7LWO6s3eI5nr/tk9alTildUBbsrdsMv1lzyNteVixxXDnt9NHgUB/wHYOJMOCXrFAi8wAQsj9WDzp7OMcfMdmbjSPAI2/FQVmU8vvzxmLTEDHsGVk9Zjc0rN9fZ5+r8fPBnjHl3DFSi4uZBN2PG6BnsMyocpdpSEZEiiCgRZNgz8M4v77Co6gE5A3DToJswsfdEJuAQkBhNPRF0gVCIgp7pPWE325kmmeXIQlm4TKslDp6ZNmmsBtWYZVnGim9WoPvg7vh+//e45KRLYhZYin4c5jhzUBLUFkB67ETv6a+7vi90nGXaM5k5mz4jdCzqodewJiF327FtCMkhZNgzUOApqPN+0T7r77OiKtjj3cOsFZ3cnZBmT8OWo1ugEAUFKQXM5UGv+/I9y7Hm0BpsLNmIAk8Bbj7tZozsPBJ7vXshqiK8ES9+3P8jDvoP4s4hd8YFUgKaYLL16NYa55CdZTvhF/3o6O6IoBTE+e+dz0zfY7uPxSUnXYIHvn2AmbwTMbbbWNzoujFO4KnO3775G15e+zK6pHbBOxe/w1J69ejdfQQEiqpgV/kuzPllDr7f9z2u6n0VXp/wOgBg4kcTmSWBcl7heXj/svcTKj3Ury1wAhu3p2SdUuscsuXoFoycM5L59HmOx/1n3o97h9yL1z55DQ/sfCCmSufwguH48IoP671XA1A1DgVOgD/qx3nvnQcCgqmnT8UHmz9AaVhzl9406Cbcf+b9cFvc7FkWOAEbSzbiti9vQ4o1BcMKhmFvxV5sPro55hw2kw0ROQKXxYVJ/SZhwdYFTMB+bORjmDZ4Wty1C0theGwe8ITHF198gfPOO69OAaA26rOGtpssAEAbXMWBYshEht1kR547T8uFDZbgoO8g02DTbGksiEVRFRzyHQKgmY8tggUZjgyYBbOWWyoFsKN0BwrTC9lAD0thHA4eBgFBRNI29PBYPSzwrndWbxAQJjTQgJW9FXvhsNQ+sN+Y8AY2FG/AsPxh6J7WHVuObkFEiaA0VMrMYQQk4YQSkkJsQqfIiuaWsJvszATpNDsRlILYU7GnzkpkdFHkwaOTp1PcNqR0Jzk9NNo9okSws2wnTIJJK7IBDh3dHSHwArqndcd+336UhktZ0RCP1QOrYMWR0BHMGjcLpeFSfPr7p/jpwE+4Z+g9AICSaAn2VOyBYKo9sMzMm9n9/0PHP+Afw/6B+b/Nx0UnXcS0BEVVEJAC4MGjo7sjInIEu8p3oSxchj/2/SP65fSD3WTHOV3PYSbHvf69ICBwW9y1Lv6AZl50W92oiFTggO8AOI6DqIqw8BbkufNgFaw44D+gbfTEmdDR3RFOixP7vPtQ7C9GUApCkRX4ZB86ujuyzIJifzEiSmyOtX4c5rpzEVG0amgqVLjMLuS6cyGrMo6FNYHYYXKwyOTDwcM46D/IauTTRVZvCUqxpIADh4gSQVF5Ucx+7vQa1hRr0ymlE7aXbUdpuBSyKsdZTLIcWUyoicpRFPuKEVWrtGdZlbGrbBdCcijGagRowucB/wEt0LXSH5xqS8Wp2aeycsiUgBhAUXkRFKLAKliRYc/A+B7jYeEtMYFqYSms5ZlDRVSOsmuYSIHwWD3wi354o170SO+BRVctwv3f3I+BOQNxdd+rYREs+HHKj5i5aiYqIhXw2DwghGD7se34vfR3DMobhEeHPYqNqzaycZ1iSWHCDKBZIMJyGNeeei0KPAU4q+AsuK1uNo45cMh2ZsNutsfcO4tgwdHQUfTO6o0Xz3sRFWHt/PR3Nw28CSv3rYSkSshz56FfTj88c+4zOOivirQXOAF57jyYeBNLac12ZsMb9SIoBbGrfFfc8+80O5lWfUrWKfj22m+xvWw7uqV1Y4LmEf8RZFuzcUHhBfh85+cAgOv7XY/b/nBbg4oI6cdhZ09nFFUUoWdGT2wr3cayWzp7OuOxEY9hQN4A+EU/jgaPsmfZYXbgpMyT4DQ74Yv68L8d/wOgCcvndDsHl550Kc4qOAu+qA/3LbkPKw+sZMfNcmRh2uBpuKDXBdjj3RPXtogUQbe0bvBYap8vmoN2JQCIqqiltwnaZMRxHLJd2SgLl0FURSYAVEQqkOvKRbo9HbvKdrFJWR/lnmJNQY/0HigqL0JEieCA/wC6pnZl5Sb1fme6sFGq+87y3HlacIgqQozUXFEN0HxfYwrHoGNKR5gFM1JtqSiLlGGfbx8AwMSZIBM5zt9KCMHeir1xCwOF5ubSfweloOaHTmJnYBNnQre0bgk1z0RwHIeOKR2xq1ybtFFZfTnbmc0mC47jUOApgFWw4lDgELuGUSWKI6EjCIgBDModhEG5gwBok/Jvh39DQAmgIlJRpwAAaJNXrjsXiqpgTPcxOLvb2QAQ58rIdmXDIlhgESxIsaZofsqoF51SOgEA9nj3ID8lH/u8++CL+liwWjJ4rB5URCq061BJXoommOgFpTx3HgRe0ITFUCmCUhAVkQoosoKj4lFN6zC5UBYuY5p83HXXjcOO7o7wRXxQoZksAS11qzxSDoUoWnoVpy0cZeEyRJUojoaOIsWagqgSBQeOCbSANqZdFhdb7KpDr2EinBYny1xJ9NuKSIVmLeMtKCovQlSKoiRawiLuD/kPISSHEo5D/TWk99UX8cGZ5YxpDyFEK8hCFGbVo9pxVNECMLumdgUBwe7y3cw1QKHXsDop1hTArwUY0kC5h4ZrqcW0rznOHDw35rmY3+njGEJSKGZcV0QqYDfb4TA7UBGpiHHhnJF/BhSixI3hiBxBr4xeTADwWLV6DOXh8qp5h0PM9U93pGPR1YsgcAJ6d+gNE2/C4cDhhPn7nVI6IRANsD67LC5sL9uOsByOmQsB7X7aTDY2fvpm940JqA1LYezz7kOZVIa/nfk3OK1OjOw8Er079E56TqqJbFc2PDYPLLwFo7uNxrbSbRiQMwAX9boIwzsPh8ALMdeOPjMKUWAWzJhx7gyUBEpAQGARLDgt7zQMzR8KnuOxz7sPMpHx1DlP4aOtH2HtobWY0HMCTu94OsyCOe6eUKJytNZKms1JuxIAjknHkEkyY7RxnuNRmF7IzM0hKYTScCmKA8U4HDgMFSoLSKteMtJutqNbWjf8Xvq7Fpkc9SOqRFmJSarx2E32WnfbMvEm9Ejvoe2ZnQQm3sQ0nAxHBsoiWrEKDhy6p3fHjtIdiMrRmMWeToImzhQXvMhxXIz2kuXMgkkwJZVnSheC+m5jS2uD04HPc3xCDSrbla35x8DBarLCIljAg4ekSghJIWYKpD5rh6Cl7NRmKhUVEYeDh3E4eBgZjgwcCR6BTGTYBBuynLE5vtXb1cXTBRWRChAQyKqMkkAJKiIVbDHlwKFzaueko4TT7elsG1hAs0xQywHHaSlCISkUY03omtoVvqgPBATHAsdAQHDQfxA9rD1wyK9Zq9Jt6XECmX4cWgQLemb0hEpUdg1NvAk9M3pCVmXmihJ4TUja593HtnUFtLiZ6s9DZ09n1q7armEiCjwFcFvdcWPOG/XCF/VhT8WeGFOwRCQcDR1FmiONCbtd07rG9ZnjtGeCLnxl4TIEpSAO+g+yTZgAbcGNKlH2rAu8wK7H7vLdCEgBlhFCQOCyVGn8NpOtRpO01WSFTbAhokRwNHSUWelyXblQicrGYbo9nd0bSamqL5DlyIIJJuy37NcWWTkAv+jHQf9BdE/rjoM+TUhIsyUOTAM0i1BY1qySdI5xW90QeAE9MnrUWtzmWOgYwnIYh/yHkOvKZe3q4OgAE2/CocAhlIZLYREsUKHCwltYQHVhWmFMnAOgRf9XRCpw0HcQ7kx3QleCPthWJSpePf9V7PXuhTfqhdPsjMmYqQ/6cei2unH5KZfjmlOvYbFKia6hzWSD3WzX9gnhBPTJ7oMx3cfgUOAQ+87R4FG4rW42DglHcOvptyLDnsFcCDnOnBrnyLAUTlp5amrajQDgjXoRUkKa9lkt79RqssYs0A6zA/t9+6FChd2kLfI1aS92sx2Z9kwcCx/TTGOV5UpzXblJR8rT4zRkO1+XxcUmmA7ODnCYHUi1peJo4Ch8ijbpyarMtIQ8d16M+TARPMfHpTk1B3oNsjb0kys1m9OFwWF2oDxSzsp8ZpmzkOnIrDMGICgFERAD2Fuxl02KHVM61tkmgRdirp/T7MTuit1QiAITZ0LXtK61xnEkorbF0SyY4RE8ce/RNth5Ozhw8Ef92FW+C5IqwSpYke/Jr7O2fKLxlkhwybBn4FjwGEJyKMYdk6itdY2tmqhpzGXYM3DQfxBHQ5o5NsWaAqfDifVYj8OBwyxborYF0CJY2LPoMDuwrXQbKiIVCIgBbUMw3YKb646NbjfxJnRP74593n3MrZZuS0eBpyDpWhZuqxuRUIQ9g3SPCKBqHB4KHGICSXGgGApR4DBpwqwsy/CYPMh0ZCKdS8fWo1u1NObyKutkgaeg1vu937efnV/v7rOZbLUKqzaTDTvKdrC9T6i7g1o8wnI4ppKd3i3ktrrhRmzAcJotDYFoABElgmOhY3ECN70vHMfBzGlB00UVRcxFmJ+S36htzykp1hStT5UCipk313oNOU5TdMoj5Wzxt5vsCMthpgTo3zsS1KyUdMzWljEWlsLaPWiFaLx2UQqYlqgEELP3tUrUhFpupiMThWmFyHXlokd6jxoXf0quOxcCJyAsh1l8QX0W/8bSObVzTKAdnYQDcgC+qA8HfAfYhNJQ6bktQRcfb8QLb8TLYjSynFm1boWqp5NbM9EHpEBcjEZ9cFvd6JnREznOHPTM6BmzCLVEfW+ryYpUUyqAqjKlNLahKanu0qhtx7nqNOY6cJzmTuns6YxO7k7oltoNmY5M2HgbVKIyv3+ytTwcZgcy7dqzedB3EN6Il8VZOM3OhEIIz/HoktoFBSkFKEgp0ArPJFj8a+qnflxVdwfScVgRqcCx0DGUhkuZJpnIrWARLMx/Tu93rju31vudYc+A3VS1aNZnnOstHVTY0rero7sjeN0ykowATRdDmjlEn2NvxMvm6Q7ODsiyZMX0M9OR2SSLP22nvphPMs+MfswLnIDC9EI4zU6oqBqH3dK6wW1xg4AgKAXj7ndbo10IANS8Z+JMyHZqfnxJkRCIBmqsB+22urXc8CS2hzXxpphSjjS+oKVwmLVUMTqAXRYXM8kVlRcxzYX6dZsTQghCUqhZfVr0QQzJIRRVFFXFaDgTVyJMBLXcAPGTcn2xmWzIdefGWJFERURADMRU7GsuUs2pzLzosrjqrMLWEKifHtDS65J1cYSlMPxRP0S5ceMh3Z6OLGcWG7+Z5ioBu7b4gkRQgZ2OH6q91TUGMhwZTLiWVTlGeaD3O9F84ra42SLZwdkhZpzox+F+337s82qxPLVZNLJd2bDwWn9dZledQn11q2d9Bd08dx5rf4Y9I8YiZxbMLDaqelxITVCBRCFaBlFRRRH7E1URZl7L5XcIDnY8E2eKySRqLDzHs+ubzDUEYq1etISx/rrScdgppRMTLrIcWQ0qGtRStAsXgM1kg1WwIt2cDoEXQAhBVIkiqkZBCIHFZKnXBJKITEcmwnIYZt7cIE2yqemU0gk2XvNfmQQTPDZPvU3TDSEiRxCWw1BUBRn2jKQEqPpiESzIceYwvy7P8ch2Zddb681z50EmMlIsKbXGaNQXlagssIcKJ/XZ172+CJyA/JR8lIvlTKMENCFXVERYTdYGlb+tTkd3RxCQOv35FFmV2TWQohIyhcwmE0Btgk0rtkSkGgsI1YSJNyHfk69FeVcu4qm21KT9sGEpjKgchcALLG5BVERElShEVYRVsMbcb2rFCIiBhIsYLRpF3YcCL9QqjPAcjwJPAY6EjiQtuLqtbuS6ciEpUkzVvWSwCBbke/LhjXoTWlo6ODtAVETYTfaknkEa4HvQdzCudHL1Z7lTSicUh4qRac9skjGsJ8eVAz6YvPXIxJuQ58qDqIjMwuu0ONHR3RFhKczGoc1kq/V+tyXahQDgsXlwUuZJKDZpfipRESEqIniOh1kwwxf1NdpkTwd1WyHFmoJOtk7oldErzh9OJyyO4xot+OihC46qasFA3qi32VwOue7cOL+aLMv1OobACzGBYE1FVNYWArpJil/0Jyw32pSkWFOQ7qy61rIqIyyFEVEiCMkhpNvSGy2MmQVzva4XFYJsJhtkVUZQDMJlbTohtIOzQ73qPehJs6UlLcjooWNcIhIkWWKWF7pNrMAJ8Im+uHGvtx5UR+CFuPLcdeG2uuvlhgEQsxipRK2XwJxuT6/xWaYCSX1wmB3okVFz8TX6LFsEC7qnda/XsZPFZXHVWylKtN9JIgE005HZom7ghtIuXAAA2GCn2pmsysiwZ8BpcYID1yKm2raAoioISSGEpBDLXEi0QUt9oVYVURW1QC2rEypRY7aGbQ8oqgJJkaASFRmODDgsDqYJtxQqURGRI4gqUdhMNpg4E8oj5U2ye1iyiIoISZHAczzS7elwmB0IyaFW2/e8KdBfV5fZBbtJy6uPytGY+60SFRGpefa6byz0+fdH/fBFfMzq0JYghLCSvU0xNxnUTLuwAEiKhIAYQFgJIygGoXJadL/T4oSiKohIEQTEwHE9OVVHlmWEFc3/alJiy6WKqggOHBxmByJyBGJYbBJLgKRKMHEmpNnToBIVoizCL/pZ6lhzU1OfWxJ6fV0WFxxmB8yCGVEpCm/UG1ckqSlI1GdCCCRVYgFjQTGIimgFyiPlSQdJNhZ6HTLsGSyNKipHWW32xtCa95maujOdmQhLYUghCWE5rAm9Zq22QFSKwi/5a9wLor40ZX9VorJ2ceAQjUZh4S1NHjTaGFSiQpIlVo3RqlobvfteWyYqR+EwO2Dlm84NmSztQgAgICzFIqpEYTaZkWZPA8/x4AUeLquL+fBOFGiFv6gShcLFCjZ2kx3p9nTm/vBGvE3Sdw4cMp2ZEHgBAjT/aEte19r63JLwHI9UaypzsTgsDoiR5rkONfVZ4AQtK0IwI8WWAoUo8Iv+Fh3jNpONmaltZhscirYjXWPb0Jr3med4ZDgywHM8HGYHJKumXKTaqu630+Js0vvd1P11WVxIsWpjwhfxISJHEu5i2FrQxZ7um0E3GDpRacmA8eo0mwDw8ssv45lnnkFxcTF69+6NWbNmYdiwYc11ulox82ak2lNh5a3Ic+fBYrbEFGVwWVywmWwnlLlJkiRs5jcjz50XV1dav1uVx+aB0+Jskr5X3wHMaXHCarK22HWtrc8tCQ8+JggsxZoCh9nRLJNYTX0WOIH5/OmiVV+fcWOp3obaItvrQ2veZ/295TgOHpuHFdWhuK1uzerRRPe7KfvLgYOJN7Hn32F2tLkFlgcPVVFhE2zo6O4ITuDaVPuaAxNngqK0vNLSLALA/PnzMW3aNLz88ss488wz8dprr2H8+PHYsmULCgpaPlCO4zgIvACe42ERLAkrMjV1hGlrw6lcrf3V05x9b8nrWp8+tyQcV/fWqA0+dj363JQBnw2hqYJO29J95jgubt/7pr7fzd3f1r6GiWBuimZ8dtoarSEANIvjZ+bMmbjhhhtw44034uSTT8asWbOQn5+PV155pTlOZ2BgYGBgYFBPmlw9E0UR69atw9/+9reY98eMGYMff/wx7vvRaBTRaJWvzOvVNqPw+XxN2i5JkhAKheDz+VrVPNxStLf+AkafjT6fmLS3/gJGnxu7HTCApLJ+mlwAOHbsGBRFQXZ2bL5kdnY2Skridyl76qmn8Nhjj8W9n5+f39RNMzAwMDAwaBf4/X54PLVvMdxsDtrqkY2EkITRjg888ADuuusu9lpVVZSVlSEjI6NJoyN9Ph/y8/Oxf/9+pKS0bKW+008/HWvWrGnRc7Zmf4H21+fW6C9g9Lk99Nl4lk/8eww0XZ8JIfD7/cjLq7vCYZMLAJmZmRAEIU7bP3LkSJxVAACsVius1tj8x9TU1KZuFiMlJaXFB5QgCK3y4AKt01+g/fW5NfsLGH1uKdrbuAbaX59PhHFdl+ZPafIgQIvFgkGDBmHJkiUx7y9ZsgRDhw5t6tMdF0ydOrW1m9DitLc+t7f+Akaf2wvtrc/tqb8caYb6oPPnz8e1116LV199FWeccQZef/11vPHGG/jtt9/QuXPnpj5dUvh8Png8Hni93laV7lqK9tZfwOiz0ecTk/bWX8Doc0v1uVliACZOnIjS0lI8/vjjKC4uRp8+ffDFF1+02uIPaK6GRx55JM7dcKLS3voLGH1uL7S3Pre3/gJGn1uKZrEAGBgYGBgYGLRt2s4OEAYGBgYGBgYthiEAGBgYGBgYtEMMAcDAwMDAwKAdYggABgYGBgYG7RBDADBot8yePbtZi041F3v27AHHcdi4cWNrN6VNwXEcPvnkk9ZuhoHBccNxKQBMnjwZHMfh5ptvjvvs1ltvBcdxmDx5css3rJnhOK7WvxOlz6+++ircbjdkWWbvBQIBmM1mDBs2LOa733//PTiOw/bt21u6mc1Ce7nHyUCf8+p/O3fuTPj94uJijB8/voVb2XiOHDmCv/zlLygoKIDVakVOTg7Gjh2Ln376KanfH0+CbGP7atC0tNxm7U1Mfn4+PvjgAzz//POw2+0AgEgkgvfffx8FBQWt3Lrmobi4mP17/vz5ePjhh7Ft2zb2Hr0OxzujRo1CIBDA2rVrMWTIEADaQp+Tk4M1a9YgFArB4XAAAJYtW4a8vDz07NmzNZvcZCRzj8vLy1ujaa3CuHHj8Pbbb8e8l5WVFfNaFEVYLBbk5OS0ZNOajMsuuwySJGHOnDno1q0bDh8+jG+//RZlZWWt3bQmpz319XjguLQAAMDAgQNRUFCABQsWsPcWLFiA/Px8DBgwgL0XjUbx17/+FR06dIDNZsNZZ50Vs9HDsmXLwHEcvv32W5x22mlwOBwYOnRozKTbVsjJyWF/Ho8HHMex11999VVcoaVPPvkkbkOlzz77DIMGDYLNZkO3bt3w2GOPxWjabYFevXohLy8Py5YtY+8tW7YMF110Ebp37x6zrfSyZcswatQoiKKI++67Dx07doTT6cTgwYNjfg9omlJBQQEcDgcuueQSlJaWtlCPkqe2e0zfoxQVFWHUqFFwOBzo169fjBb16KOPon///jHHnjVrFrp06dJCPWkaqJao/zvnnHNw22234a677kJmZiZGjx4N4Ph0AVRUVOCHH37A9OnTMWrUKHTu3Bl/+MMf8MADD+D8888HAMycORN9+/aF0+lEfn4+br31VgQCAQDa+L/++uvh9XqZheTRRx9txR7VTF19TeTaqqioAMdx7Fk+nubr44HjVgAAgOuvvz5GO3jrrbcwZcqUmO/cd999+PjjjzFnzhysX78ehYWFGDt2bJzE+eCDD+K5557D2rVrYTKZ4o5zIvD111/jmmuuwV//+lds2bIFr732GmbPno3/+7//a+2mxTFy5EgsXbqUvV66dClGjhyJESNGsPdFUcRPP/2EUaNG4frrr8fKlSvxwQcfYNOmTbjiiiswbtw47NixAwCwevVqTJkyBbfeeis2btyIUaNG4YknnmiVvjUVDz74IO655x5s3LgRPXv2xNVXX93mhLnmYs6cOTCZTFi5ciVee+211m5Og3G5XHC5XPjkk08QjUYTfofnebzwwgvYvHkz5syZg++++w733XcfAGDo0KGYNWsWUlJSUFxcjOLiYtxzzz0t2YWkSaavydIe5usWgRyHTJo0iVx00UXk6NGjxGq1kt27d5M9e/YQm81Gjh49Si666CIyadIkEggEiNlsJvPmzWO/FUWR5OXlkRkzZhBCCFm6dCkBQL755hv2nf/9738EAAmHwy3et2R5++23icfjqfE1IYQsXLiQ6G/xsGHDyJNPPhnznblz55Lc3NzmbGqDeP3114nT6SSSJBGfz0dMJhM5fPgw+eCDD8jQoUMJIYQsX76cACA7d+4kHMeRgwcPxhzjnHPOIQ888AAhhJCrr76ajBs3LubziRMnxl2ztkSie0oIIbt37yYAyH/+8x/23m+//UYAkK1btxJCCHnkkUdIv379Yn73/PPPk86dOzdji5uWSZMmEUEQiNPpZH+XX345GTFiBOnfv3/c9wGQhQsXtnxDG8lHH31E0tLSiM1mI0OHDiUPPPAA+eWXX2r8/ocffkgyMjLY65rGSVuktr7Scb1hwwb2/fLycgKALF26lBBy/M7XbZXj2gKQmZmJ888/H3PmzMHbb7+N888/H5mZmezzXbt2QZIknHnmmew9s9mMP/zhD9i6dWvMsU499VT279zcXABawMqJxLp16/D4448zSdzlcuHPf/4ziouLEQqFWrt5MYwaNQrBYBBr1qzB999/j549e6JDhw4YMWIE1qxZg2AwiGXLlqGgoADr168HIQQ9e/aM6dvy5cuxa9cuAMDWrVtxxhlnxJyj+uvjjfYwZkeNGoWNGzeyvxdeeAEAcNppp7Vyy5qOyy67DIcOHcKiRYswduxYLFu2DAMHDsTs2bMBaNav0aNHo2PHjnC73bjuuutQWlqKYDDYug1vAHX1NVnaw9hvCY7bIEDKlClTcNtttwEAXnrppZjPSOU2B9X94ISQuPfMZjP7N/1MVdUmb29zwfM86y9FkqSY16qq4rHHHsOll14a93ubzdas7asvhYWF6NSpE5YuXYry8nKMGDECgOYj79q1K1auXImlS5fi7LPPhqqqEAQB69atgyAIMcdxuVwAEHdtTgRqG7PJjIfjAafTicLCwoTvn0jYbDaMHj0ao0ePxsMPP4wbb7wRjzzyCEaNGoXzzjsPN998M/75z38iPT0dP/zwA2644Ybj8n4CNff1+++/BxD7rNbUx+N9vm4rHNcWAECLEhZFEaIoYuzYsTGfFRYWwmKx4IcffmDvSZKEtWvX4uSTT27ppjYrWVlZ8Pv9MVpB9TzxgQMHYtu2bSgsLIz74/m2NxRGjRqFZcuWYdmyZRg5ciR7f8SIEfj666+xatUqjBo1CgMGDICiKDhy5Ehcv2hk+CmnnIJVq1bFHL/66xOJrKwslJSUxEymRt2A44dTTjkFwWAQa9euhSzLeO655zBkyBD07NkThw4divmuxWKBoiit1NLGQ/tKszv0mTDGmG1ejnsLgCAIzJxfXftzOp245ZZbcO+99yI9PR0FBQWYMWMGQqEQbrjhhtZobrMxePBgOBwO/P3vf8ftt9+On3/+Oc6s9vDDD+OCCy5Afn4+rrjiCvA8j02bNuHXX39tkwFxo0aNwtSpUyFJErMAAJoAcMsttyASiWDUqFHIz8/Hn/70J1x33XV47rnnMGDAABw7dgzfffcd+vbti/POOw9//etfMXToUMyYMQMXX3wxFi9ejK+++qoVe9e8jBw5EkePHsWMGTNw+eWX46uvvsKXX37ZbvZWP14oLS3FFVdcgSlTpuDUU0+F2+3G2rVrMWPGDJb1Issy/v3vf2PChAlYuXIlXn311ZhjdOnSBYFAAN9++y369esHh8PB0mTbEnX11W63Y8iQIXj66afRpUsXHDt2DA899FBrN/uEpu2pfQ0gJSWlxont6aefxmWXXYZrr70WAwcOxM6dO/H1118jLS2thVvZvKSnp+Pdd9/FF198gb59++L999+PSwcaO3YsPv/8cyxZsgSnn346hgwZgpkzZ8alD7YVRo0ahXA4jMLCQmRnZ7P3R4wYAb/fj+7duyM/Px8A8Pbbb+O6667D3XffjV69euHCCy/E6tWr2edDhgzBf/7zH/z73/9G//79sXjx4hN6cjn55JPx8ssv46WXXkK/fv3w888/t9no8PaMy+XC4MGD8fzzz2P48OHo06cP/vGPf+DPf/4zXnzxRfTv3x8zZ87E9OnT0adPH8ybNw9PPfVUzDGGDh2Km2++GRMnTkRWVhZmzJjRSr2pnbr6CmiZXJIk4bTTTsMdd9zRJhWTEwmOnIjOUQMDAwMDA4NaOSEsAAYGBgYGBgb1wxAADAwMDAwM2iGGAGBgYGBgYNAOMQQAAwMDAwODdoghABgYGBgYGLRDDAHAwMDAwMCgHWIIAAYGBgYGBu0QQwAwMDAwMDBohxgCgIGBgYGBQTvEEAAMDAwMDAzaIYYAYGBgYGBg0A75f64LYuN0zuo9AAAAAElFTkSuQmCC", "text/plain": [ - "<Figure size 600x400 with 3 Axes>" + "<Figure size 600x500 with 3 Axes>" ] }, "metadata": {}, @@ -3390,8 +3482,9 @@ "# Figure for paper\n", "df_a0_easy = read_and_clean(EXPE_DIR + \"/a0_EASY/_jobs.csv\")\n", "df_a60_easy = read_and_clean(EXPE_DIR + \"/a60_EASY/_jobs.csv\")\n", + "titles = [\"rigid\", \"easy (a0)\", \"easy (a60)\"]\n", "\n", - "fig, ax = plt.subplots(nrows=3, figsize=(6,4), sharex=True, sharey=True)\n", + "fig, ax = plt.subplots(nrows=3, figsize=(6,5), sharex=True, sharey=True)\n", "detailled_submission_plots(WL_rigid, \"rigid\", ax[0], 'blue', quartiles=True)\n", "detailled_submission_plots(df_a0_easy, \"a0_easy\", ax[1], 'red', quartiles=True)\n", "detailled_submission_plots(df_a60_easy, \"a60_easy\", ax[2], 'green', quartiles=True)\n", @@ -3401,9 +3494,10 @@ " ax[i].set_xticklabels(['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun', '']) \n", " ax[i].set_xlabel(\"\");ax[i].set_ylabel(\"\")\n", " ax[i].get_legend().remove()\n", + " ax[i].set_title(titles[i], pad=3)\n", "ax[2].legend()\n", "print(\"Title: number of submissions per hour, aggregated by week\")\n", - "fig.savefig(f\"{fig_path}/seasonality{suffix}.pdf\")" + "fig.savefig(f\"{fig_path}/seasonality{suffix}.pdf\", bbox_inches=\"tight\")" ] }, { @@ -3671,7 +3765,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -3764,7 +3858,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 2 Axes>" ] @@ -3822,7 +3916,7 @@ "\n", " disp = sub[\"a60\"] - sub[\"rigid\"]\n", " # bins=np.linspace(-.3e7, 2.3e7, 100), \n", - " disp.plot(kind=\"hist\", bins=range(-50,251), color=colors[i],alpha=.5, ax=ax2[0], label=f\"{expe}, med={disp.median():.1f}\", title=\"sub_time(a60) - sub_time(rigid)\")\n", + " disp.plot(kind=\"hist\", bins=range(-50,251), color=colors[i],alpha=.5, ax=ax2[0], label=f\"{expe}, med={disp.median():.1f}\", title=\"sub_time(a60) - sub_time(rigid)\", xlabel=\"difference (days)\")\n", " disp = sub[\"a0\"] - sub[\"a60\"]\n", " disp.plot(kind=\"hist\", bins=range(-50,251), color=colors[i],alpha=.5, ax=ax2[1], label=f\"{expe}, med={disp.median():.1f}\", title=\"sub_time(a0) - sub_time(a60)\")\n", " i += 1\n", @@ -3835,9 +3929,9 @@ "ax[0].set(xlabel=\"rigid\", ylabel=\"a60\"); ax[1].set(xlabel=\"a0\", ylabel=\"a60\")\n", "fig.suptitle(\"Submission timestamp correlation\")\n", "\n", - "ax2[0].set_xlim(-25,50); ax2[0].legend(); ax2[1].legend();\n", - "fig2.suptitle(\"Dispersion around y=x (in days)\")\n", - "fig2.savefig(f\"{fig_path}/a60_a0_comp{suffix}.pdf\")" + "ax2[0].set_xlim(-25,50); ax2[0].legend(); ax2[1].legend()\n", + "ax2[1].set_xlabel(\"difference (days)\")\n", + "fig2.savefig(f\"{fig_path}/a60_a0_comp{suffix}.pdf\", bbox_inches=\"tight\")" ] }, { diff --git a/expe_replay_feedback_SDSC.ipynb b/expe_replay_feedback_SDSC.ipynb index 4dd4a822f290d40e5ef4799b3553caf2f66ef827..2ba0db2f5c7da5bed86a8e8f0f4fa4705445eecb 100644 --- a/expe_replay_feedback_SDSC.ipynb +++ b/expe_replay_feedback_SDSC.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -29,8 +29,10 @@ "# Original log params\n", "WL_URL = \"http://www.cs.huji.ac.il/labs/parallel/workload/l_sdsc_sp2/SDSC-SP2-1998-4.swf.gz\"\n", "WL_start_time = '1998-04-24 18:11:04'\n", - "timezone=\"US/Pacific\"\n", + "WL_end_time = '2000-04-29 21:08:32'\n", + "timezone = \"US/Pacific\"\n", "WL_start_time_utc = pd.Timestamp(WL_start_time).tz_localize(timezone).tz_convert(None)\n", + "WL_end_time_utc = pd.Timestamp(WL_end_time).tz_localize(timezone).tz_convert(None)\n", "begin_data_in_swf, end_data_in_swf = 40, 73535 # line number (counting from 1)\n", "\n", "# Folder for saving the figures\n", @@ -24083,12 +24085,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Analyse session DAGs" + "## Analyze session DAGs\n", + "Go through all the session DAGs generated with both a0 and a60, and compute aggregated metrics.\n" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -24096,11 +24099,11 @@ " \"a0\": f\"{WL_folder}/a0\", \n", " \"a60\": f\"{WL_folder}/a60\" \n", "}\n", - "DAG_analysis = {\"nb_sess\": {}, \"succs\": {}, \"preds\": {}, \"longest_paths\":{}, \"ttimes\": {}}\n", + "DAG_analysis = {\"timestamp_first_arrival\": {}, \"nb_sess\": {}, \"succs\": {}, \"preds\": {}, \"longest_paths\":{}, \"ttimes\": {}}\n", "\n", "for name, wl_folder in data.items():\n", " user_names = [user_file.split('.')[0] for user_file in os.listdir(wl_folder) if user_file[:4]==\"user\"]\n", - " ttimes = []\n", + " ttimes, first_arrival = [], []\n", " nb_sess, max_preds, max_succs, long_paths = {}, {}, {}, {}\n", " for user in user_names:\n", " usr_nb = user[4:]\n", @@ -24111,8 +24114,12 @@ " with open(f\"{wl_folder}/{user}.SABjson\", 'r') as sabjson:\n", " dag = json.load(sabjson)\n", "\n", + " # First arrival\n", + " first_arrival.append(dag[\"sessions\"][0][\"first_submit_time\"])\n", + " \n", " # Compute arity\n", " nb_sess[user] = len(dag[\"sessions\"])\n", + "\n", " successors = dict.fromkeys(range(nb_sess[user]+1), 0)\n", " max_pred = 1 # at least the start session\n", " for s in dag[\"sessions\"]:\n", @@ -24133,6 +24140,7 @@ " ttimes = pd.DataFrame(ttimes, columns=[\"ttimes\"]).sort_values(by=\"ttimes\", ignore_index=True)\n", " ttimes[\"cum_freq\"] = [i / nb_ttimes for i in range(1,nb_ttimes+1)]\n", " DAG_analysis[\"ttimes\"][name] = (ttimes)\n", + " DAG_analysis[\"timestamp_first_arrival\"][name] = first_arrival\n", "\n", " DAG_analysis[\"nb_sess\"][name] = pd.Series(nb_sess)\n", " DAG_analysis[\"succs\"][name] = pd.Series(max_succs)\n", @@ -24140,9 +24148,16 @@ " DAG_analysis[\"longest_paths\"][name] = pd.Series(long_paths)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Graph stats" + ] + }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -24151,7 +24166,7 @@ "Text(0.5, 0.98, 'Think time distribution in DAGs')" ] }, - "execution_count": 9, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, @@ -24236,7 +24251,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -24274,6 +24289,87 @@ "Observations: very similar to KTH..." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### User arrival in platform\n", + "One blue vertical bar = one user arrival in the platform" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "<Figure size 800x100 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(8, 1))\n", + "\n", + "ax.vlines(WL_start_time_utc, .98, 1.02, colors=\"red\")\n", + "ax.vlines(WL_end_time_utc, .98, 1.02, colors=\"red\")\n", + "\n", + "timestamps = DAG_analysis[\"timestamp_first_arrival\"][\"a0\"]\n", + "x = pd.to_datetime(timestamps, unit='s', utc=True, origin=WL_start_time_utc).tz_convert(tz=timezone)\n", + "ax.plot(x, [1 for x in timestamps], \"|\")\n", + "\n", + "ax.get_yaxis().set_visible(False)\n", + "for n, label in enumerate(ax.xaxis.get_ticklabels()):\n", + " if n % 2 == 0:\n", + " label.set_visible(False)\n", + "\n", + "fig.savefig(f\"{fig_path}/user_arrival{suffix}.pdf\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One blue vertical bar = one user arrival in the platform.\n", + "\n", + "Below: in cumulated values." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f0e4ec52bc0>]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x.sort_values(), [i for i in range(len(x))], \".\")" + ] + }, { "attachments": {}, "cell_type": "markdown",