diff --git a/examples/rubin_dp2/CheckDescShearMatch.ipynb b/examples/rubin_dp2/CheckDescShearMatch.ipynb
index df245b6..77beec8 100644
--- a/examples/rubin_dp2/CheckDescShearMatch.ipynb
+++ b/examples/rubin_dp2/CheckDescShearMatch.ipynb
@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "id": "1e088a65-bfa6-476d-8c77-9068925d8ba5",
    "metadata": {},
    "outputs": [],
@@ -34,10 +34,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "id": "156c3f8c-11d6-465d-8373-4e0bb33f5e74",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "column_list None\n",
+      "column_list None\n",
+      "column_list None\n",
+      "column_list None\n",
+      "column_list None\n",
+      "column_list None\n"
+     ]
+    }
+   ],
    "source": [
     "tract = 8006\n",
     "\n",
@@ -66,27 +79,49 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "id": "4b70c412-560a-4bfa-8511-eb47309b0cb8",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "_ = plt.scatter(shear_desc_obj_stats.x_pix, shear_desc_obj_stats.y_pix, s=1)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "id": "3384c1ae-eda3-49c5-afd2-568d9e406ae2",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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I8QBUscxX5U+4xmA5grCKwoXsBNVVuP5oi0zLJMTveBQVdIz6IKrbtb6WitskPLQMqcrCGNOgNfBZyRDFGUHcoRlmFBjVv2tOr5/qcYwdYiWDCBt0etCgMx9VOI1KjKNTrdcDKiEkeCCrS1Xa1aIq8jodF5AplYl8VRvO1mKLLNeoJYG4ab1+2kXrnp3zxW3sNuikJcdj/7hXGAU2l5cUUuQQEkMgYpA2rBc52Qgct0Bn+PKS4lTqs2p/oKxCxYUJMXfKkLRKxKrtgfqbaoGQDVETOE7jcjLxnWPHFce5W3mnyBZUpSXHA0sOFDJOnPqmZtkdWRt97qZXRa+e89nHhZB8LhpUzZ4wuUry4a7W06eyLDVhlRajf5Hz+EBVhFebmaMNVn/5vRpbgc1op7BzwWXCTdTYakf8RNGSY4ZbzUOnZnHMrEp6BMGSQ5HjgcjJRwqjkdmSIieYmJly+XvZI2FQhyaOx05/HqkJ/+CRRs8sx7kupNxyY+gzpOCe2zx3gq3XxsmN73Yyxggbxw7Cev3Mb4l8Q3dVQFEnYC5CR38ih7X2Q9xRQZzEGhR4jPuxM8qiVp2sldjxIsAW3bFRc+Wjz+qzsopAFCkLdqYVv5NUb0y8mICN4pDc7CWIwz6sT0Xqu8MFV9fQIrtrdy3vFLh6aG66s9Sxm7d8u6mIhrXOSSVmP2BMjg+oGgbZrEb1PUEwMFDgBBcM7GMXr00zr6tJKU6TdC5ggMUxC2INjnxRUmTeKkKJHS/cMzhHcx1flIte7ZuZywkxO04yRCF0jDp6u8mwDMIsaBbFnhWlrr7fd46dW2GG7iqPYnIefGlbymetSpLrxUk2qwu9aTBOplgSX9SKGrEmIG4CEWNIpqq/ENNBT5f2wgKXySWW6xhp5QKCpStI5yKsZh8uyn+mkx/YdVfFs5Ocx2CVorXuYXUCQYOV1pmzqqV7CasWp8GX8EPrTYMsPEjiQPKYJQD3QZpU8gXGEFgNMHaYgbEBY0SuwCWDyRKTu9t9iLz47fpnOC65YmXJCtq5yIKBHaG7ygMw2BhZaZS5Nhvzr1lFUxQdi1sRQELiCsYOM6uC1rWQjRvFLJgXnzdi3qtpmaJBIpnhuJzWtbOojXiWlR91asICRY4HYKDZuOewTLVMelTRVJvKGZcUyU/rGtMsZPjqC6YNlceacUmEOEd1qEbMD4JMzQiqwLEi20KIRkA0qrR9NeRWlHH6DAP8lTwCqwoUtnLDR46JXI+a1L1uuh2EmiSZVikQlRQ5JC7YqRVjVZA0m1U/AujDVnMGx8jNeEVlMU+GWPjFEcbkeIgbqXXwifsV3S6DBJP2uyxnC94fpnKj3idef3aYQGZdUPvD5Js4nxdzlm2Ti6e5L22TgicfIMMI4siNmJ/8EbSIGeIHtOR4CMTJ0nc+yWkFZOZnhvvG6xoNaojw0lqEyepvmmwA1vwxBqZyfTpnnCq66vHbuugnSU1qNmL/4K7FOOGkzkwUgUsJi4B+J5fHzrKr6hmpWjmdio671ipM+prFBYqcPIHJvDDhrKeV6mhsxP66YBWhyhYcEy0oOqbF7uEyK3PvBcg+ybepGgHmelT9jqDV6iD5BRO6nUkdGVO5Zt/kUlgvH0D0x1H46+sZaV1rtQ3N0upHkUM8QV1wmKzbbJpEYBIuLymydHdhsIrCagWiD5O0Wf2MTG4JFYCdr4U9LGjdykvynq1hFRQat+q/5LjY/rKxxbQfHq6dy4f3lit7oz5UdoGFyKrqLQk+rTH+6WjJ8ZBs/eV2TIuqanJU3DtJm5YeLX58d7gIg1bKPcbjV+wwKgpodh10KS1OjRNOicq4QghFjgfkc+Xzxl8PiShjdQxhwYkLyBSJq7mZHK92bmTdhYgZ1b9rqsDouLNPkZmdThMfVNYWupjH0eVDoglFjgdgsMlF4MB/CuxMarlUPIaNBIaSsFmhVf2LkO121iAdOOhN8Ii3ZGpu6UaPIYw7cGsEvTUEIU6gyPGAXFstqKyJn776vtg8d6LltrlUPJYl8kOoFNyufxFkWMk03uh71cU9bkPfoJhuNfv0m1lt2YcrqlDkeECLS6OFUQaPvvln1OuFGH+/EIzGebJmkWgz8vSTAu9ah5Vp7+GvxZHGZs+twnprVZxc1m7wskX7CzfQi87iwoSYO2WIr652ihwPcCsWB9kTejCxad8+bK4mPVhZrN6x39QaNf+KjtWe8xX4iyDPxuY23ySVlX6NkzUrzngZc5dLnSWrbte5dv12QpFFZWfSkVKLsiRuoBedza1JWbwS+CV0KHICiplZMWxdxxFPAvQDUVlxoZhdNSh14usHXLNmgeo9vR7YkCq+fuYlvprEk1k0gSXRor6pxZFIwXlbU9uYFmvnhaXFyliN7FAsxrSfp60tBYGEP7uxL0WFFDmZ6HOscCzGzdlVg4WXFkGjnxR/w/lAkRMhsp2E9f7msHcddxJP8nl9U4fOwWbkY+WGiUIBsWllbfIDnCcUOdEH5/rYxWsN+1QZWWGUlVMba+dVphTEv9FCzE4QNCZFrPBzvZJzHQ8huCDY8llM1CuM6mUVJERqseYWKgsPn2bXqu7n4pyWnABhR+lilYQTDL56pImqezUIaq0OWMF9Xn+0wwCpTlK8FoXC/Ag41McW6bEamPPR0kJv1g2SuIxzO4c4gmwnP1fCdiotOw1oxXfB9Z9r4gPGw2xaWcBSrApsqmanYV40qAWldmzPpoyAHfD+TjPw3IpTzQaKHA9o8dDSkGmVZKf4l/Y9IHL8YN7L27M2V488vavYV+vtfuOiRDZCe1xUQpregwAGMQqc+IEYF3U+BrH7NcTOK1tq0q5pK+EDoW7n+oclQm2H99O+HtcBFjzZLD5gKVZjoLpfsu6DwBX6tGOx0TbtdaOUgFWiA9yn2VjS/YybosjxADRKcxrD4VeSlFcC2yrrC9YmBKRlSz4yKtRF6eeEYhR43m4mJnEliAJHoZ/HsIAyEzl2hbq2ea/R67MVJUafr9w6Qe8Ft8dBGIBbhDnRwVGo9aJFi8QFF1wgTjzxRNG9e3cxbdo0sWtXehrrxRdfLBKJRNrttttuS9tm7969oqqqSnTu3Fm+zz333CNaWtIv3nXr1onzzjtPlJSUiLPOOks89dRTHfbn8ccfF/369ROlpaVi9OjRYuPGjSIIZJOi55fOtWoCmgtGwh2rAXTLtSMAtas2o4yKqAPzs1GNJJif8ZtF/wgQv4GVBHGC2YJ1DAQDbv2P3Z8xq1oMuH+F8But9SPoaIc7q3HRS6bn6Pbya78dW3Jef/11cfvtt0uhA1Fy//33iwkTJogdO3aI8vLy1Ha33HKLmD9/fuoxxIyitbVVCpyePXuKt956S3z66afiu9/9riguLhYPP/yw3GbPnj1yG4ijZ555RqxZs0Z8//vfF7169RITJ7YP/M8//7y46667xBNPPCEFzi9+8Qv5HEQXhFPYgo+NVu1G5da319SJIb3bY23gd0WKqdaEqA2gw8VRUlQg40nM+mF5GWeC/dZ+pt0qxZkCltG8NKyrilzRmqODvuIk4UN/7cEt5AbqunfSqNhLrKpHBw0za1Y++c6xGKpsvE6Yh/wsQOhI5KxatSrtMawrEBSbNm0S48aNSxM1EDFGvPbaa1IU/eEPfxA9evQQI0aMEAsWLBD33XefeOihh0SnTp2kcOnfv7/42c9+Jl8zaNAg8eabb4pHH300JXJ+/vOfSzF14403ysd4TXV1tfjNb34jZs6cKfxEumNsng04AcxOYn1wrgr2Om6qbbAULXgdHuOmguryGbyIz1xYvVNcOriHDIJzS5jAn57vLuD5JAaGKhJAjKwbUYz/ymS9xnGI4veeqklYyKbyMWqWYbFdU9vgyPPgt6bNKSanrq79gHXt2jXt77C+PP3001LoTJkyRcyZMydlzdmwYYMYNmyYFDgKCJfp06eL7du3i2984xtym/Hjx6e9J7a588475f+PHj0qhdWsWbNSzxcUFMjX4LV+4yRmxMytk03GgB3RocQOJlJ0KfaahuZW12rMyFoML2/PKZ4nDOCcMEvPJenAnbJxz2F5zYWxD1uQ2FZTJ62DsEKj/kxTSzCyCd0m07gKK3mQOHNWtagabh3ErcSLKmCqArZ7m2SiqjHZaUYcbk4tyLgk/RzPsg7IaGtrk6Jj7NixYujQ437bb3/721Lg/PGPf5Qi5P/9v/8nvvOd76Se379/f5rAAeoxnrPa5siRI6KhoUF89tln0u1ltI16DyOamprke2hvXoDBNhdg/fA6XRkXQBBdPlZWDNn4NOICRzsIZXIVxN3ggzRgDLoYPBGMCYuoVzFmcUAJRFihMf4EWTB6GeMRtGa4GPLMFor6chL43ZLHXpPMEJhdnWVmbTbXmF9ZvDlZchCbs23bNulG0nLrrbem/g+LDeJoLrnkEvHhhx+KM8/09+RB4PS8efM8/xyn5jnGVhwHMURm6YtBFGXZiLjLh9vLvjMymbvRayiMIGatqQWTb2uqYraqcxLUekYkdxCkjJIcFZrUeTfcuRhzMVmjArDehY/HXljSc0VvDcm1nETPitKsXodj5vT4ZPtZvomcO+64Q7zyyivijTfeEKeeeqrltggKBh988IEUOXBh6bOgDhw4IO9VHA/u1d+023Tp0kWUlZWJwsJCeTPaxiwWCMCyhGBlBSw5ffv2FUFIISftwESuAq1VEcN2y1a42llY+bWV9UGPvn2EPkYCxyXMBcvy0X173Nmn8NqLEEalHNzS95ikMbYYxSliIg/aYkKNDarIX67lJPbVNqaqaQPtmGvHbTVg9grblnU/6w85sjslk0kpcF588UWxdu1aGRycic2bN8t7WHTAmDFjxNatW8XBgwdT26xevVoKmMGDB6e2QUaVFmyDvwMEJ48cOTJtG7jP8FhtYwTS0fE52hsJFhhTMJEjqBr3WHGFWeAgvgFxI5i0M7XtgPDRbqvNAImTwIEbyqnLAMcHjSG5uCBOMBtbcJ3ufniyzDYLUro5zm81NjqtOmyEei/tmIt0fyy4MhGW0IFEEsrFJv/2b/8mnn32WfHSSy+JgQOPm4orKiqkhQUuKTw/efJk0a1bN7Flyxbxox/9SFp7kH4OEEuDjKrevXuLRx55RMbQXH/99TJFXJtCjjgfuMRuuukmKah+8IMfyOwpbQr5DTfcIP7rv/5LjBo1SqaQL126VLz//vsdYnXMgCUH+44AajcFD06ScPz8xGuyyWIwAisuu4OaUQ+bMOGk55lfzVNJtICQMUsrz2dX9SDRp7Is1Z8q1zHFKos4W+zO347cVUuWLEkV/NPy29/+Vnzve9+TFhakhkNw1NfXS1fQVVddJR544IHUtnAzwdWFbCpYXVBfB2JFW1cHFiIIGgikxx57TIqkJ598MiVwwNVXXy0OHTokHnzwQSmUIJyQ4m5X4HhJmCcY4i4wLbuBnd46iDHYuWBSh5iGIJnc3SYf1a9J9LGKbQlKS5d8s0+zqMp1BPEzjdyRJSdqeGXJYSAxUehXQKgim21X4EylBYzcYWG0Kjqx5ERVxOG8qSgrljFGK7d+GsnvGHSi0Jk8ahZtzy05JPwXh7bhHfEe/aGG6Rfmb6Dvgmwn4A8YWXRgbjd6fdiC4J3GP0R18p+inRSu/UasYrKCQlDH8DAyqn96Lb18QktOTCw5Wp9okPZPrdoRW4FaCp2KgisQvaS4MCF2L5yccTujjAY7q6Qg/eZmZArM1jJ28ZpQdIx2M7ssDL8hiS8/njZULH3nE0PXX7bZkm5Yclg5Kya0aZrlBRFM0h8uqoqlwAEQLlitm4HnEHxslNHgVtyPnwLcrsBRWVRRFjgAfem0WJ0bhASBB5ZtM41tqm/yL66J7ioPmBoyF4FfBCk1MwjAbWU20eM5s+wqO+nWQT0nEXuSKeuiPRZpp2hsbg1dfFG26IVrrjVRCPETbZ2jfEOR45H/MYgTStQD0cIex2UtVsyndwQjg0w1eHBeGsV14LdYveNAWs0QbVwZqg17NUjZaYESh35leiBotUHjbNpKwkzCx8+myPEArroyY9psLqAWBz8FH+KVrNwzdrvMGwUuo/CeHbHplZsTblRYaqz2O24CR6H91hGNryYxIeGjymFMjgd0K+/kxdvGAlX1F4G4cSGTwLEr+lSFaNwGzVlpGMeBwEAtdTaLnHn5a8BSQwiJLm0+inRacjxgaw5N0+JAJtM7VvVzYpQui07CZtVWs7VqKesORM3n9Uel8MZ5qR9rkrpaM0aVXyGWULPFq6qvsNTomw8KXW2hqAcaE2LUEiaqJRLyCUWOFweVJ6cldq7b0gDXGnKbXDoJ231vq5YQ2oEU2+vdR3C/el3WHuUDzESOKp7IWjEkDpgVw9S3lwhT+5ayYv+cRhQ5XhzUQirwbFGZNHEROEEEFiB0YMZ53NKazMtqsmdFacZtfvrqLs/3gxC/rTdmoHgoroGmllZRUlQoq2Gv3rE/FGPl7Kr25tt+QJHjATgBw3DiBRFcxGHuOp5t4LGR2PNzUoewyaep3I47qr7JvzRUQvIBFhZmwLpqFqB/xqzqwAanJzIkRHgNA489QJXrJ+YgOBaxKHEGmU0Ista7aZRbJo6dj61oCeooTlwjoYvFQqVc1tPKzPwrhgb2WCWPJVD4BS05HrBxz2Ev3jZyIP4DJz8Kn6neTRCIcaiLYhTgq2AJAmOG9anwNH6J+ItZ81pU+va6H19Q4lvgHs4GZeUZNGeVCCLVFjF3XkOR4wEvx6zOSy6o7CFYLpBRhcaE+h5OQW1Fka3PfffD1j2qIPji1ozRzgoUWWIkmuC6MBI4ZtcDAll3LpjkWkf6IAgckKuLGFXBg0jV8I4u+XxBkeMBccoMcpPkMdET10rIcFPBiqPvWxQH9h7+OuM2OC5WWWIkurEoepGDuEc9g3p1iYSlz2xRlzDqUB8Sa+coH7uQMyYnYpHkUUA1o4xiU0KjlZr6vgg0xiQet4rPdnnjr4dEHLNq4gAWhU6vd2yvrh24vYM4ubtJ8tjNylNgZ7HgB34mUVDkeICfkeRRAKs2TPa4HzB7hW/uEywuESeQMAgYNsqIyhYlbo40xjPQGBN83IP14cJEfRScVzEq9p11LBqC8jE+qLEiTgsDeArCxhEfxza6qzwi10C2oATC+Y0fAcjw95sFBWvZ9PHhrCrxqnRPtXpX1p24JQ8ZxVWYufBQsdluC4owW3HghsBt7OI1savybNSgVv3+5PgCy2pBENTEjTa2dYgWuDBz/U1zfT1Sk5VFyUn/oziDyaZ7l9IM3cCPs7+uMacLPs4l22GtyOTW1Z63UY3FgdAzOg5xEziwmBpZwGHlZCmF4+fK5rkTLI+jVS0dP2vqsAt5xPB75QFXi/ZEx8oQftz4Tqn2aE0mxfqZ38q4nSrUV5BIyNeQ7LItMg3GcRDmiEX56avvx97FDVEXpSzKIKWXG9XUWVi9QzQ2t8lA5d0Hv5T/711ZKmpqG6U7bED3E1MxTmH3KtBd5QEwrfu58jRKtQ3zSZov7K5u2ttOBDNVMyygNhJpp7ahxbQpadgnGOJ/Mcynj7n8VC0yO9YeNzLBtHuLjDC/oMjxAL+j/PUpyFHMUvIKribztxAwY8S8Vw0n/njRbuD3svs7CRcVZc6ma/11tLB6p+sWQ3gNMN/h/l8v6JsmpuBuRhFAWG39LAuSSCbja28/cuSIqKioEHV1daJLly6RmSgR74ATKyzN20g8Uau94sKEKO9UKAfkuFou9J2n1eob/boocohRrKUVZnGYUzU1dvQWnqjO3xQ5HoicbAO71AmsVcBxiEsgJM6YtTNIzy5Kxi4YmWQvdPrPrLa9WKgsK84Y0BxEKHJcPEj5suQYnWzMjCIkfpYcPWfOqhYBywomPmElSjBfZJNkUlyQkNmeKtsvDJYdu/N3+KoKxQyYFqHcCSHxxc/ePyQ8wPKfjRZuPuZ6aM/28686sRcw8DggoB6YWZEnv1PSCSH+oFbmRTFv+xB18OvuWVyVFiezcc9h+durlO6t++pEaXGh59XBaxuaO3gjrFyqQYcxOR64q7J1MZUVF4qSogJ5EmvNhTjx49aVmpA4YeauchJbkQmVlq7QB3nj+fqmVl8CneMacG4UEBzUpJep5/aWpR+CEqjMmBwXD1I2qIJxTS2tsmMu7u1mOhn5XP3O2CKE5F/kDLh/hSuVsZWlwA75HGv0Y11cF3SZYrLsks/fbqpLwszr+ZvuKo/QF1xSZkg7RQIhiNTghvoD/U4u92o3CSEBwE2LjRFJB66xfDLu7FPSHqsxc97y7bFoe5JwqVAe5pcHX8qvOFz+Xk0Hj4XfwscIuqs8suSYMWLea6x7QQjJO0HM4LKTvhxl645bFpwgzStT8yR0aMkJKIi3aS/y1SyLn8EPPv3is1K9RMK0dtH60SvLilillpAAE0SXNyZmTND6OEQtTLwQtqz/QWG5xsKTOFa12+r39RpacvJsycnE1F+96XtbiGxXHkEcREn4iHsQahxBlfYPF1XFypLjpsVj0JyVga5uX1ZcKHYuuMzV96QlJ6Qsn3GRpb88kRACjTiSPl2UZrA/FnGLqAocVe9KpQir/yurLrLEYxCGYoiVmwwWgCiJnLBWGM6FRh8bGjPwOE/os62cmu+g+LWqP98WH30pcXwfuNiweojz4EyIXdT1o72O9GNAXK2hcNtbjZlREjhe1LnBnBJkS06Fw+aibsKKx3li7kvbpP8ZJyLu0RE2V4sPLph8oR+M5728PXVRUeAQYg1i1oixdRgucKNCcxgj1ZgZBdAyARYcL2JTIJz6VJbJbNwglo2s1XRDzze88jxi7OI1lg31Gppb5aoNJ6WZi8rOiQ3x5EdPm2Y20iEkI7Byzr/CuqGisooi8SBOZGo06dTFARERZEGEqsX5Llky/VjhPjz2My0fv41fMPDYg8Bjp4FyuaQR5uPkVc3btMFycTWrE+KE4sKE2L1wsuU2g+askoueuGE27qkJ+nB9k23RYlTsMNtmlV6C/VRxlVN8qikz1afkFrfS5RVs0Okj+WxwBpW+++HJrp9AWrQCCqmBfgkcmGMhspRZFhkZeIwVofY5PMbzhPhNJosnJpw4CpxM4yeKpjqxyiBNWQ8EBISPVcJEvsHZgOEU99m0/nGD5TMukmMkwh1wUy4uZEDh75hLMI5GxZJDd5UHOAmUY989+1j1TNH/PdeYJ0LcrmasUuOZIm+N00BjHE+rYN5R/bv6JiiCynd07i2jsVYbCgGLZPcTSyxDMKzw041IkeMBTiLdu5TmL3g47MCEbTdoz8+URUK0JE3uiTFNLc4mxAUZYnvyaVmPiwgKWpVlKyhyPOrHYmfl4EY6od8BZflk5Okn2d52WJ+KQBdVJCTuqErHS9/5xPG1CutNaXGhmF01KBAdsf2MpfGrX9TdEwdKAXmksTmVYQvPRCFiOFuTaaVF/HQZUuR4wOodB2wF8xoVhNLWn1FmbW3LBJgN504ZkrJsHPyyMRYCByCI8I2/HspYYwjHcCsFDiGBBlaAbIv8ZbLeZLPoDDpmQhDfbdPHX6RlUukzq5ZoHufT2hMEmF3lQXaVnY7CEDkIGHaSdp72+sJ2tRxHEBS3fua38m5GxedqK9XCsgTRFQaTLSFRwknV4LGL18pA5rBXPs414SPhUBwGHbZ18JHelaUZxQqsL5iMT+vaOSu3CgQOsovipnMwMCihYVYd1YsgN5hetcJKO1AMuH9FbKxphAQBLCxwzduZsDFeBK0tBDKZvKh8bEVSCHkcjI6F8hogC2p21eDICCHgKK9r0aJF4oILLhAnnnii6N69u5g2bZrYtSs9qKuxsVHcfvvtolu3buKEE04QV111lThwIN19s3fvXlFVVSU6d+4s3+eee+4RLS3pFRHXrVsnzjvvPFFSUiLOOuss8dRTT3XYn8cff1z069dPlJaWitGjR4uNGzeKIFBj0xqDCzWXuJG4CRxg5qpCBWYvq6NaaZhWFL0ghOQVTNaohZOJjXsOi6CBZpVOhYSXmbjJY/cYP3Fco9SL0FFMzuuvvy4FDIQORMn9998vJkyYIHbs2CHKy8vlNj/60Y9EdXW1eOGFFwRcQXfccYe48sorxfr16+Xzra2tUuD07NlTvPXWW+LTTz8V3/3ud0VxcbF4+OGH5TZ79uyR29x2223imWeeEWvWrBHf//73Ra9evcTEiRPlNs8//7y46667xBNPPCEFzi9+8Qv5HEQXhJOflAa88maYwQVoNDjkw3WnzMUqRoqpwNnT3pIk2aHcO1aSXcs7ZZ2q6idG5wPcykUFCdHSloyte9lLEI8Cl7F+AeS1ZTefqO+ST2PxA8csPvq+hOocz6VSf6hicg4dOiQFBcTPuHHjZGzLKaecIp599lnxL//yL3Kb999/XwwaNEhs2LBBXHjhhWLlypXi8ssvFzU1NaJHjx5yGwiV++67T75fp06d5P8hlLZtO25Wu+aaa0Rtba1YtWqVfAxhA7H1n//5n/JxW1ub6Nu3r5gxY4aYOXOmqz49rysek+xiY7BCq95SI6qG945EYGHYMSpIaRYfZad4ZRAr1mbC6nuxSrj3aKuzBxknxVvtxHj6PQ6//F5NKtsNeBHo7EvFY7w56Nq1q7zftGmTaG5uFuPHj09tc84554jTTjtNihyA+2HDhqUEDoAFBju8ffv21Dba91DbqPc4evSo/CztNgUFBfKx2saIpqYm+Tnamxfghw1ik7SogCBCiEgIGyyOKXCCSy5xB6pirbaiddgnYOItYRA4TquxJ0MwDieP9WNUFiA8hxCCIJC1yIHl5M477xRjx44VQ4cOlX/bv3+/tMRUVlambQtBg+fUNlqBo55Xz1ltA1HS0NAgPvvsM+n2MtpGvYdZTBGUn7rB8uMVQT0xSfRIHHP/9Kks9W0fzOZvCP5c9wvvgaBvVK4NM2GYgAlxC7hn0ZcN1lw/Y3yyFjmIzYE76bnnnhNhYdasWdL6pG6ffPKJJ58TpaAtEnx6V5bJVNT1My+RZnA/7AW9KsyFjD6+JluDBivXkigQpyKlDc2t0l3t57WbVTFABBO/8sor4o033hCnnnpq6u8IJoYrCbEzWmsOsqvwnNpGnwWlsq+02+gzsvAYfreysjJRWFgob0bbqPcwAplauHkN/JGEuA2sNXUNzR2shPqUenQ3RqzSkN4VYltNXV4CFq0ChfUBudgfFZ8C0/3ew193iNtBim1La1vK+pFtuYSg1JMaMe9Vv3eBhDTgOAocaWwOhyUHMcoQOC+++KJYu3at6N+/f9rzI0eOlFlSyIZSINsJKeNjxoyRj3G/detWcfDgwdQ2q1evlgJm8ODBqW2076G2Ue8Blxg+S7sN3Gd4rLbxk27lnfzeBRJBIASSNmNZPlxUJbMf/raoytMO9WYWTPwfRdgQPJzMsKo1CkzGClDr3rGrUyCo8H3VbffCyXmLhTFzy6HIpz6LjMQXu6ejKosRBdp8XGcUOXVRIXPqpZdekrVyVPwL4ltgYcH9zTffLFO7EYwM4YJsJwgPZFYBpJxDzFx//fXikUceke/xwAMPyPdWVhakjiNr6t577xU33XSTFFRLly6VGVcKfMYNN9wgzj//fDFq1CiZQl5fXy9uvPFG4TdxMkeScDUu9RKjQmP5rjTr11iK4Gjtb6BK6aMqdhjT4Yn/E34QLJBu4WfMvSORs2TJEnl/8cUXp/39t7/9rfje974n///oo4/KTCcUAUQ2E7Kifv3rX6e2hZsJrq7p06dL8YP6OhAr8+fPT20DCxEEDWruPPbYY9Il9uSTT6Zq5ICrr75appw/+OCDUiiNGDFCppfrg5EJiToQErCYWDXpQ2ZSXLLQ0MgQvctKj1VvRY0ar9GLTLgZsAoPYjsBEly04jhKlBTllMidE+xd5UGdHJb5t6/u4U4JQ02IMJCNW8qqphMK8+1cMCntb6z1Yu/YD5qzMvRF6Ig3GPUtDHqfLS+/c6Dr5BBjihAlSSzBBDr/ivbSA1qw+ibZAQECge0kuw8WCLO6HY2cpAnJaymBqMZzNvsYlJNVdhWxpiVCvtR8xC9ogXuB1aJzG0zmvrRNViHd9PEXqU7p9U0t0m0zrE+F+Lz+aFo1UlWeXW+lSepM6EaNUcnxFbjXFV5J9Nlew3hOt6HI8YB8xACEGcQrcDLwDm0VaL3pWwXFL6zeaes30Aofis/M1V/nLW+v8srCfyQb0KIGLRLgDYhS4LGfUOR4AFbLzLAyBwGZZ8yqlu4q/UTLGkP5ASnaCFZeue1TDqYuQnFDMmHVngTJAyqBgLGd7kCR4wEobkasgbHLyJrQnnIbvcC7IBKXbCtCwpgcECWPQLGPOeQUOR7Q1NLqxdtG0pqgrXzb7+RyTryEkFijYuCiI3GEr8k4FDkkEMC9RxcfISSq2O0+jsSBqIXjlBQV+vbZFDmEEEKIyyUykCnqNMEChSyjJnDAuLNPEX5BkeORamUhMEIIiV8T3c1zJ2T9eiNrdmVZkWnvMzw37uzugXfzv/HXQ759NkWOB9w9cSDTbQkhsbBYXDq4Z+An2bDEY+J46hfIm+dO7FCvSm8hsmrporUSxTEkgOVlPYA1YAghcQATMgWOu8fTal5ZP/NbWc8vy2dclBYXpE14grjCc4gPxj0e4+k+laVZfZb2M2DdwsLfL2jJ8QAnZfUJIYREK8DWyuqSKdXay1pLy49VN3dCLhagXhVlUpj5CRt0etCgc8S812TBO0IIIfEB1o8KgxgaWETWz7zEVvdxM8tYu1Ul4Uv7kKf/9LGs5g0BpgxAvStLRU1to+w3OKD7iSkhhGKHo/p3zUrkedGgkyKHIocQQoiPhQCddB+H+wexP3BtZZvFFQXYhTym6XKEEELCFcbgpPktvAQqdgf36AVIzGFMjges3nHAi7clhBASwcbES9/5JOv3hejpP7M6VSEZ7iI72VZxgdlVHtDYzLYOhBBC7JFrarc2VBkxPQgWJu3QkuMB7EJOwoLX2RyExJ0fTxuaCsLNp2hSfQG11/rcqUNiF79DkeMB7EJOwgIFDiHeAlERBGHR3JaURWrhGtt98EvR2NwmpsTAtUWRQ0geUKsoo7TKAfevoNggJIJoC+4Z8YPfvSteznO16C0a15hKV4+y0KHI8Si7ilVASdqFVpgwXdHRmkJINMnkCQ7CPLH8vRrx0Wf1YvfBr2Q8adSsOww89oBNH3/hxduSmK72CCHhJQwV8LfsqxMNza0ygBmiJwz7bBeKHA/IZ4AZCVe5dyMY90tI+EjYXKSEsY7NA8u2ycDl/sducKuFFbqrPAAuiTnLtqWl9ZF4U9/U0iHbAY3wPq8/6ts+EULcqV58xqxq08UKrv2wZjcmj93DuoNWDUqwoeFmEIKp7UBLjgegRkFwT1v79Kksk+mPKCOuVivon4K/V5ZRHzvBaCCDidhuKXdCSHBJWgz4LRYiJsgCx8i6g8KDuC2s3inCAmeqABZ2CgoqC8hKscOMGYTgOWIfWJD6nVzO342QLDByT6FZ5b7aRsPtEchrRuWxZp54y/DIHSHjdxC3EwZrDi05xBQ7JzBMmCR8IpzClJDsMDK+mAkcWL6tMpU2z50oXV+9K8tC93MsWfehCAMUOR6A3iFhJXHsluk7QMWPmPeaNGESQggxFj92gna7lXfKuA3idzAuI3wANwgoZQ0qTLRbaPNpzZoekgQbuqs8AMo9jCtlfTAdhIw20AyoYnb4O3yzhJDwEjY3SZBQ42NTi3WvwuotNabWHPUedsbS7l2srUIqHhSW2uLChGhu9eaXhZhaPuMiERYocogp2otPa7Gh9YaQ8AJrwBt/PdQhS0af/ecGSFIYefpJsnYYFkdL1n1g6toJE06OVdVwc6s4Fo12F4t2rD1a8QELUvWWGvn52syouobmnIRtmAQOoMjxALs1BYK2itIGEZcVF4qW1ja/d4kQ4iIYc/JZzXb9zG91+FucFkmJDHGLEH52j8f2GmcJLfidf6n5rZWYNUoWKSsuEA3NbbbS2sMScKygyPEAqGczkJKtPUHOnFUtPLIqOkZ74iN6PowuNoUXq1JCwk6RReW6fNRsCWNhvFxIHrPWmIkCJzXVhvR2J+bmlzrxYwTiLc0sTFbfJ4gw8NgDzE5GmIn1J4eVKZNY43WgHeYDFYTN1gskCkDEjF28xvC58hLzqtzZgsWGuqERbRjj+BDgqxIy7IJAYIwbcNdlCtC1SjHXks/CoXdPHCiDm2HhgfgFuMffwhJwrEgkk1ZljKLNkSNHREVFhairqxNdunRx7X0HzVnVwRKit+BoodXB+aCzfuYllts47eyNy3iBxW+E0uaxvVBI5FDZkypmAyt7jkPG48IeA2sxhKJZbBHEwO6HJzv6PewcewgObZsYiFLsQ9gCgfM9f9OS4wFGrh6zyTNKjdDyhZ3ARXT9tgPEJ1ZbVgIHDMtjeiZxH0wQWIWqFFzt46iRsOmaxg2uctxT4BiTzGIMmjt1iPACxMyoGyxiah+QTTVozkrpYuJ80hFacjyw5BgNGBhMVYaBdjIdu3gtS/tnOZCr+AJlsYGFZ39do3QX2q06bRbToycuvxO0IY5miKrNm4LTo0tpsWWfHSOra9iBcN+453Aoy1gEEYwrEBSqOnE2lp9MKd9uoU1mgYVni+69kVAyu2pQqGJqcrXkMPA4T6gBRx+05SS6nhwHF7LeHaVd2bhNHH6nqLlU/7Yo82TTGDGBA9gc2F3UuJJJ4MA6OLtqsKP3dnusSmZ474bmVhn8HQWRYxeKHI9WkGYrYVgDtBMGA1r9JdPk3d6INCFrSzgl6B2Gw5414QZWPYfCStKhhYLkDiwkOxdcFopDWdvQbDnu2Yl5DBMUOR7gZF4L0RwYSzKt3pxUjw66JQhF29wC8S5GbqJ8BnDDxah3D+t/kzhP8nH+7m6TrUVQW58mKOyL2HnBwGNC8gAmWggf3FRKZtBAzJgbIBZg89wJhuIC6bKI+8nHIYDV1EhYQtwgUNPoOW3ZAPxWUQxMJu6TbWIC3FtIfNBmToWpoG0YYOCxB4HHbgeTkfyDiRhWtmytDlYBzUG06qh6Hm7E5NgJ5sYxmLd8ewd3nhdVwCEqW9qSUmCh+uzcl7aZFuCEBQoCzW66MCF6kYyiLL2PJUGo9PxMWBXf84OEjQBqXMPtnciTvqSy2w08psjxQORYwXorwcXowsaKPxtzsp2JfsS8V7N2h7lNpv11W+QEdcA3EjlhDr4m/mNX9Adp4VNWXCB2LpjkeC7L9dp3ArOrAgpDcML121w6uKdnqbhBEThKWNQ3taSl43crL3FskXTDC4VYnnx3uUdmGValYavmSoKPEsfoDD6oZ5e0awqWn/lXtGc1BknkDOh+ouPxEmNGEAmWIzAGeN2KgGSPUayM6tbsFDuFuYISmoPdgKDQuo5gfs7G5eqGiMeAD2tKPuMU8JloJmmVXcZrl+RCc2uywzWFSw7iJmhWwu02moF2HL4CMqDpoMjJM/BZIpgxmKdDvFNAtZVKEVeFgSdbawJeh8HLSugUJhKRtC66VXW1qaUtcNcuLD5BDRwnJFemHksMsOqpqMZGNW4EvaeV45icN954Q/zkJz8RmzZtEp9++ql48cUXxbRp01LPf+973xP//d//nfaaiRMnilWrVqUeHz58WMyYMUO8/PLLoqCgQFx11VXiscceEyeccEJqmy1btojbb79dvPPOO+KUU06R2997771p7/vCCy+IOXPmiI8++kgMGDBA/Md//IeYPHmy772r7BI09R5XUAtn89yJnv02mBJLj6WKYgBBReat++oi67o0qhmCbA1tnyS9KIJ7Cu4yBAgjU2Xn/iNy5ZsvsoklYIIBCTvFmlpedgOH9WOjXzWCPIvJqa+vF+eee6646aabxJVXXmm4zWWXXSZ++9vfph6XlJSkPX/ddddJgbR69WrR3NwsbrzxRnHrrbeKZ599NrXzEyZMEOPHjxdPPPGE2Lp1q/y8yspKuR146623xLXXXisWLVokLr/8cvlaiK2//OUvYujQoSLosMdIcDCKjbEq6OgUvI0KXsa87dQN5Oa++FUz5OX3auRxQHzTR5/VS5GHthzlJe1DkNZi5kdmIq5Hp4UQMSFwoULCTEtbUlpv7GSAmRH0tig5ZVclEglDS05tba1YtmyZ4Wt27twpBg8eLC00559/vvwbrDywwPz9738XvXv3FkuWLBGzZ88W+/fvF506dZLbzJw5U77n+++/Lx9fffXVUnC98sorqfe+8MILxYgRI6QwCqIlB6tZ9pMJJip12YsU5riCQMSa2kYpZsJU+Rkoh9QUiwkgaBkxhHidAbawemcHUeO0X1ckupCvW7dOdO/eXQwcOFBMnz5dfP7556nnNmzYIC0ySuAAWGzgtnr77bdT24wbNy4lcJTLa9euXeKLL75IbYPXacE2+LsZTU1N8sBob/mCAifYqCk4XFNxsEHwslGPsTCAPVaWJzPaa4T4C1bhLFhI8sFCA4EDknFr6wBXFdxY/fv3Fx9++KG4//77xaRJk6T4KCwslNYZCKC0nSgqEl27dpXPAdzj9Vp69OiReu6kk06S9+pv2m3UexgB19a8efNEPqC/npBoEFSXFLLPUNwQbjbc06pEvKTBxC0V9EB810XONddck/r/sGHDxPDhw8WZZ54prTuXXOJv069Zs2aJu+66K/UYlpy+fft68lmseEzcIEjus7A1HI06iPOCsKG4IX4s2BOywW17pfRYN+g844wzxMknnyw++OADKXJ69uwpDh48mLZNS0uLzLjCcwD3Bw4cSNtGPc60jXreCARA64OgvYBBxcQtrHzdqqw6ejTly2evPvPgkcbICR5kl3BxQuJGsYUlBte72TWBqx+1pYKO5yIHwcSIyenVq5d8PGbMGBmYjBT0kSNHyr+tXbtWtLW1idGjR6e2QeAxMq+Ki4vl35CJhRgfuKrUNmvWrBF33nln6rOwDf7uN0Hw1ZPoAzcFbl67U7RF+dRnRjHoNkoCxyurm5oPI6ZvY01zWzKrMSTgXqrsA4+/+uorsXnzZnkDe/bskf/fu3evfO6ee+4Rf/rTn2TtGoiQK664Qpx11lkyKBgMGjRIxu3ccsstYuPGjWL9+vXijjvukG4uZFaBb3/72zLo+Oabbxbbt28Xzz//vKyjo3U1/fCHP5RZWT/72c9kxtVDDz0k/vznP8v38puRp7cLMULygdc+8Wx6dxH/wOkwaVj7otJNKxeseX9b1H7D/1FfisSXtpAIXccp5Iit+ad/+qcOf7/hhhtk6jfSyd99911prYFoQb2bBQsWpAUJwzUFMaItBvjLX/7StBgg3F0oBnjfffd1KAb4wAMPpIoBPvLII4EoBhi0jrIk3JjVsWhP6dxBEUI8B32Xdi9MH1vHLl6bF1cpCa6Y/tui/KeOK9iF3MWD5BSKHOKF0EEGDVyhsBSip1ZdQ3NggpJJ9EFl2wHdT5B9jXpWlMoSASTeQf0fLa6S5VFQ7LOoMCHKOxWJcWefIjZ9/IUMSHZaYNMJFDkuHiSnRDFegRBCiHdF+FRQvxIH/TX9ocLKj6e1d1iPXDHAuIMfNZ8dlAkhhIR/3kC2kgrsD7vAAVjsw7PhZ8YxZ2IPwA/KYE1CwkNIEkVITIhShm5tQ7OY9/J23z6fIscDonSCEhJ1kDmEeIJs4qRgjkesCqBQIm4R5AJ7w/tUyHMflwzu2zPt2ku9mNGMzsQ+wRxAD0BgKLMOCIlufRxtxps25kDFVXxa1xCaFFviH4PmrBSNzW0ikWhPyUaYw6WDe8rA3aCyfMZF8l6b8Xn3xIGmva1C3YU87HgVeMzUymCAVTbQBvMZgYnpp6/uEvVNLaHMcCD5BRPRzgWTLLeJQtAoIU6Dia2KCtrpdO7F/E1LjgdgQn3wpW1SmaOWwOXDe8uU36aWtkAq3SiClba6EDNF96sqvkFvyEjCw5Rze1t2MCckrCxZ96GnqeFuQ5HjAfpJU8sZs6ppxs4DRsXzrGBhPeImqGlEkUOiyPQs4oX8bAFBkZNn6A3JD1prDNwLs6sGdxCeEDbzlm+ni4o4osVGECXcn4REkQeWbRNzlm1z5I7tUmodmOwlFDkekor1ONoio8sx2fapZKXQfIN0flyYS9/5JBVkCncWqnQyboI4JVPcFq57tnUhUSbpcHsEJvsFA489qnisYnIIIdEDKbMYuPXWQZS4p5uKEHv993KBbR1cPEhOYXYVIYS4AyzgLK4abgoTQnzocjNPZlf5SLfyTqyTQwghLkCBE0xLzNjFa2w3aR3Su0L4BSsee8DWLIqLEUIIIUFk08eHO/xt/cxLZM2cPpVlGV//ef1R4RcUOR5Q5Ge+HCGEEOIi+0wsNqqpqFlDarQ8Qfyan20qmF3lAeUlRcyuILGiuCAhuncplYPZxj2HRfWWGuFjuxpCiIskMjyPEh0oEoiWRih8C4wC8/2A2VUeBB4zw4LEEX3Z9hHzXqPYJyQmrUzyjd3AY7qrPGD1jgNevC0hoWLc2af4vQuExJ7KsqK8FMAMKhQ5HsD+VCRuDO/TMXsiyJ2UibdowxJRAJX4R21DS87vEebGxYzJIYTkhFl3YcTnoNI0iRdGXaoH3L8i1BMlEbLILX5X3CP+Btd3EGJuMkFLjgdEeeWCdMEofz/iHhgAMeGReIEJUE9rkgIn7DywbJvsCYj7fbUN8n7A7BVS9AQZWnI84OCXTSKq1NQ2RLbKKUzslw/vzbL8Do8ZVuktbUkxxaBgGIQO+rexl1N8QIaNHhpxoklza1KKHa3F1osWDrlAkePRDx9Vknl2eYAR81617VeGpQl1G7LJ8MFAzL5DzsAxazu2SsexQ/qoPnUUAcg8rvGBsVjx5uX3aihy4hDN7kawF2kn07FEjGPy2L2+6BQm3IXVO0Rjc5uo4O/iORCU+pUdiRvRXeQRe78+FpflJYWpIoJ+WndoyfGALxspcPJVgG73w5Mtt4FFQVkV0DiV4pMQb8HEFrbgVNIxXKCkqDBrNzNep30tLLl+iRwGHnuAn83I4kQRWts6AAMu3FkQR4QQ79AGpyJYlYSLhuY2Ud8UjcU6LTke4GczsrCCgVC5nbRY6REUqNIOoJlMosqqM/VXb4otbKIaS3A+MQiWkMy4mfKPsdkvKHI8yi7AKoY4w+iSsrrO9Bch+iXZMYlur2GX+DjBdhOE5D9hJChQ5HgAswv8AZKHpnGSqRIzISQ+UOR4AC05+QOFCdfPvEQGFfttPVP7omXQnJV5r/dDrFeZTGknJHfCEtvIwGMPoCUnv5kcsN74LXDa6XjRz64a7MuexB2rAZjXJyH5T/zwC4ocD9DXaiHRp6y40PB3l4HOPgbdBVF8eL0AxPvPnTrE8DmkNh880l67gxCSPUgxDwN0VxHiAjsXXGb6HIKh41jxF0UxN8+daPjcGbOqbWc5GTV8HDRnlWhobu2wLRaXHy4yD4ZEiwk2iiQkd+D2DQMUOXlqUEdI3LAqvDj/iqE59bQyEzhVw2k1IyQfLH+vRt5Un0EE+S+fcVHgDj7dVR7QrbyTF29LQkwcs3ysutXDMrN57gRb77Oweqd0MyG43KzjMdxgsOBYlRDAa9koNL/E8byPGw3HEiuCWnuMlhwPYB2WeGEVY4KJNepduLUd471YzcFqo3phmfXFmjSsly2xRPJLUCe+oAPRjnMaDW+B6gMFayW8vHD1GhVPJR2hyPGAE0vZoDMuoE2EVaD5nGXbIj8Q7VwwyfDvP/jdu6lYJIif3Qe/SrmZ3B6grTKmVB8lIxcXIYEk0R7LZwXO6yA1wh0eUKsdRY4HsAlkPLDTWTfqAseKlzXB1voVvdvHxUpoQuAEo8QAIfZobs18hcDlGxSR81GAKx9T5HiUVUKhE32UKdmIsYvXSPNyHECsjN/dppUbC67DZFKI3pWlqeMfjmoehKTTf2a1mGJjIeU2CRcWIbAyzVu+XWYywvWGkg5+jQ8UOR7wZWM0urcSa440msfZxEXgAFhJ4JbTD2J+WLFUWrr2+MfZmkbCC85buHv1Ike5X1FZ3ytLzNMOXGGIybMq1YB77C9FToRAGmsc66LEDXazPg6FBCHegIruKDZaUpRI8xB46YL9zoWni417Dtuax4yquje1pMe/uSnInMIUcg8Y1b+rF29LAkZYerfkA6MjwUrPhLgDgubzHQLxy2u/kdHVi2BjOxaa6i3+LfrprvIAmOpI9DFrHRBHFkwb2uFvca30TEhU6lkVFSQ6VAi3E2Tc1JLelNhGHLVnUOR4gN5UR6KJtmaLsupgQAhJ3zrXMGq7oLXmUOgQElz2OYgftGu81rvykYzjF3RXxbhxGXEPiBu14vFz1ZJvIO6szNWw5tBtRUg4adGplcJEIstg5ER4RM4bb7whpkyZInr37i0SiYRYtmxZ2vPJZFI8+OCDolevXqKsrEyMHz9e7N69O22bw4cPi+uuu0506dJFVFZWiptvvll89dVXadts2bJFfPOb3xSlpaWib9++4pFHHumwLy+88II455xz5DbDhg0TK1asEEEgLI3LCPE71Z6QMIEAYMShwFoL8Q4rJgqCRiG4eeqv3uzwd6Swa7Hb3FZVQA+Cd8OxyKmvrxfnnnuuePzxxw2fhxj55S9/KZ544gnx9ttvi/LycjFx4kTR2HjcJAaBs337drF69WrxyiuvSOF06623pp4/cuSImDBhgjj99NPFpk2bxE9+8hPx0EMPif/7f/9vapu33npLXHvttVIgvfvuu2LatGnytm2b/8WRrKqvEhIljAY9pJ+OmPeavOH/dN+SKABbxM4Fl8m2JapPGqyY62d+K7DVfp2Agp2oUn7mrGp5D9yq0dOoEz35JJGE6SXbFycS4sUXX5TiAuCtYOH593//d3H33XfLv9XV1YkePXqIp556SlxzzTVi586dYvDgweKdd94R559/vtxm1apVYvLkyeLvf/+7fP2SJUvE7Nmzxf79+0WnTu3NLmfOnCmtRu+//758fPXVV0vBBZGkuPDCC8WIESOkwLIDxFRFRYXcR1iV3EJbzp6QqLurdj88Oe1vg+as7LCSIyQKmAXdQtBHrT9dcWFCdD+xpEPMjp3AY1iGvK6KbHf+djUmZ8+ePVKYwEWlwE6MHj1abNiwQT7GPVxUSuAAbF9QUCAtP2qbcePGpQQOgDVo165d4osvvkhto/0ctY36HCOamprkgdHevICWHBInSw4GNO2NAofEjbqICRzVWiIKRU1dFTkQOACWGy14rJ7Dfffu3dOeLyoqEl27dk3bxug9tJ9hto163ohFixZJ0aVuiPXxAqs+OoQQQqJFjHINQkesUshnzZol7rrrrtRjWHK8EjqEEEKiBSyVbvR2CppbalDPLmLrvjpRWlwoZlcNSvWdcgqCl/XNeCMlcnr27CnvDxw4ILOrFHiMWBm1zcGDB9Ne19LSIjOu1Otxj9doUY8zbaOeN6KkpETevAZ9Oki8qCwrFvVNLVkNDISQ8JCMQX0rYNS7CuOcFWYCx8/AbFfdVf3795ciY82aNWnWEsTajBkzRj7GfW1trcyaUqxdu1a0tbXJ2B21DTKumpuP+zmRiTVw4EBx0kknpbbRfo7aRn2On/jZp4P4w+a5E2QFZAwCmQYCQgjxi8qy4owCxwikyt89caDp88ikNGPv4a9FaCw5qGfzwQcfpAUbb968WcbUnHbaaeLOO+8UP/7xj8WAAQOk6JkzZ47MmFIZWIMGDRKXXXaZuOWWW2QWFITMHXfcITOvsB349re/LebNmyfTw++77z6ZFv7YY4+JRx99NPW5P/zhD8U//uM/ip/97GeiqqpKPPfcc+LPf/5zWpq5X6zekW5hIvEoi45BQw0cRtkFhBDiN+UlRRkFzsLqnR0qHSNVPlsPhp+B2Y4tORAS3/jGN+QNIMYF/0cBQHDvvfeKGTNmyLo3F1xwgRRFSBFHwT7FM888I4v4XXLJJTJ1/KKLLkoTJwgKfu2116SAGjlypExJx/tra+n8wz/8g3j22Wfl61C35/e//71MMR86tGMPHT+aqZE4EbM+DoSQ0DLdRmKMfg6z44W3el8/XXw51ckJO17VyRlw/wrGZsQYBPIh/ZIQQqLCRxZ1bsYuXmOZbg5L0N8WRaBODmmnKG4dGkkaFDiEkDixL0M9nflX+OdhocghhMQO1TWeEJKZXJvsbtxzWPgFRQ4hJHYw1Z+EncSxGwS7n5L9aYusKsXLPrY5ilUxQEIICUO8A7PzSKY0cKRz67OkrM6bj3TnGMSJUS0cM5Fi1qxz3svbM76+yEfLKUUOIYQQEhKsatyUFRcY9o4rNhAZ6j0WVu/I2G+utLggp+rGfsap0l1FCCE+YrTIrSzj+pMYY1XjxkysNJvkgOO9ZlcNtjzUOD2NtnHSvqGkqFD4Ba8kQgjxkS6lHStkf9nY4su+kGgHANst4gdrkXoO9W+cVkfWY1Up2WsocjwAqjWT+Y8QQkBtQ7OsraVdcaOKdqa0XBJt9I1AIXDM4mIyuausgIjRxubg3FOiJldxEwQocjwAqtVuQBchhOjdCRQ4ZI9F8T0z4FYymnumWliAIGTmLNuWElRenHs/fXWXb4KJMTkesGTd8d5eQUo1VH5+lgghhJDg98NzCoQEBE3i2DifONYBfPWO/aL/zGrxg9+9a/i6bOqzq88JOmzr4EFbh6Ckf1qZN3HCs/EAIYQEszVM9xNLXYmHGTB7RaoKO5KcPjzWXgEp5CrmRmv9gShaPuMiV+e7bLqeu9XWge6qCFO9xby2AQUOIYQEE4iSfbUNrrh5mjV99PBfvSjRChw7cT964CGobbAOlPcztofuqgiXjK8a3tuwtkFQLE2KYBwtQggJFkcam3N6/dRfveloe6cCB9RlEDjZ7Ieb0JLjAeUlULa5nZy5YGUadFLbIB/oq3COmPear8eOEEKCgkl5G1tk6gyeT/ycdyhyPGDc2aeI5Q56dcBEiMAwpP7BClRUiDTA1qw/H37WMKT+JUwy0+Yt387eQoQQkgEEEqPlAtomoKpwU0tb1sKoIEuTetBDHyhyPGDTx1/Y3tbMB+qkZLYeBJLpUUFmQcLo4oA4w23s4rXSJ00IIXEFQcBWqMU0ShDk2nS2i0FRSrviKMeP9hTG5HjAyNNPsr3t6h0HDP/uJLpdCyxBRlYcNFELk2iAUOtTWZaqvBkXIHpR0IsQQvqdXC4XfHY6fWdLQQIp62WOqxLDioT4TjsCJ5NY8xJacjzgjb8esr2tlVsKE54Tt5fdCPswoCw6IE6FFfVWvaAFiRNC8oca/7FIVeOgvhJyrrQlhVg/81tZZe/a5fP6o8IvuGT0gPomd/rOjOrf1fFrjEyWXq4CciEgSWiEEBJotIvUoCxXqwyyd83oVt5J+AUtOR7Q4sBBaTXPo0ZCNoRl9Y/DhH3NpjZDNnjRD8hOjYh87DOKh2H0w7kXlEGQEGKOKrqHRaif1uqCLBebGLNxsxM/ur3Gv+wqWnI8YIpLnWJzrZEQFtxyyWUaUNbPvESmrKubG7gpcIwGm+kXn2X5GrwE32X3wsli98OTZb8bLzoVE0LcRcVdwi2fbRsHN+hVUZrz90DsZGVZsalgcmL1cRtacjwA6tbOxJ3IIIiCHLHuNljNeJX27pag8Rqj33th9U7L1yRNzr+PPqsPXE0kQshxBs1ZJQZ0P8H363SfC9ZtbQylyuRFAg4yjd1oTZELFDkegCJMbnSZRaZUrmmBYQGTeb4vBLcD+NwApl8E6WGAQAB7pnpJZtW1g2AGJ4SYg2vbb4HjReaTVvAEAYocn5SxHfPk3KlDZFR92DKjsqHRYjJHSjUKJbpNhcfxNNmgBj276f44R8zAQIO4LlaQJoSE0brtBhQ5PgqhTC4apYhRjyAfcSt+AhmHIGQE8qIXCqp3trS6E0SL9w2i1SZXIJQzrZhQ+2Jh9Q5PRKLbqKJiyjoVFysmIWHh6T99bDieqNCLfCSQOIUix0eUKyHTRIVU8qiLHIWyrLhtvYridLm/rtGx6TjImXd/W2S8usxV5HtlCSQkTg2kp1pkUWF8xTWKuSpIripAkeORj9OurxXuqEwnRbap5CTanFga3stXLzys4gLsBvLrQbYHLFnq+mLzV0KEtJCeMatazL/CvJFztgsMLNz1cYBlxYVidtUg38RPeEfJgJfitityYLGAQrZq4+BWcUESPasXgtyRGp9p5QXXVo3PHYkTNoLt3QjCR82guVOGdBhUIXgYiE2IkG5ho0bO+swoN1oBIcAaC3WKnAjhpNw1wESE/iRmqXZOiguSeGEW5K43LbtdBDEbcjmLEWA9Z9k20/fIV0FJEu8s0Kj3WPzpsUQFt/sc+rlQpyXHA1D4yKl5HSeVXllDVdNVRTKBOBuYhINQc8OrekjqNWbZYlh1ZiJTzSGSHeUlhYHLUiSZK7Mvf69GrN6xX5QUFYpxZ58iryGvCtD6uVCnyPGAbGMIYMnRD8qZ6qQQEqSaG24F22cKoh5w/4qU9QDxPfprx2mZApI9FDjBsaih6rkZ/QySDhAXh5vXiS29fazoTJHjAdk2xNQP/ByUSRTRBidm62aC+wqWTyfVVDHQBsFtR4jbqCD7oLLPx+uOIscDsjWLj5j3qgzPhP+SPm4Sl/g1K5GD7A5sAxewdjsnVVXba3vQKkqiy+a5EzJuk4hoKY1MsEGnB2TrYoLZF/EGFDgkLgzpXWEpTmBGR8mkXMzpKNNAty+JO6XF7k33Tkvt+NmAlJYcD2C2ASH22Hv4a9Pn4I7SkqnUgj5gnxZRQkQqLRwV5J3MYQgW1r8C9ayy6Ys3/eKzfPspKHK8OKiFTKkkJFe6lXdKS2W1G1hN1xQhx5ljUXrBjPKSIksXmNO+eKyTEzGQkscy8oRYg6woq2BJvaixayGna4rEDT/atdwt++LZi3Xzs04OY3I8IMhR7oQEJRtk54JJjlLJ4xg0SYgfjDv7lIzb4NrdueAyUZgIdp0cihxCSCAXAvrgRlh+CCHe88ZfD7mSPBCEOjkcNTxAHzBJ3EFNcgiK8zNaP19k1ys4+EC8LH3nE2liR6NANM40qi2FBoKqYzICHmH5IYR4T1NLqyvJA4r9dayTE7meIG73/iBCzK4a3KHtRZQbLkbVPQPLtYq3wf8RvGgUmOikFg4hxD1aHGRi2RFEqHPlF7Tk+GzqI9lbyDgBRgcIHVh21A3d1bMFVZSjagUjxOyc//G0oaJPZZm0eiJOBvdlGhcv+lcBO9eGkxgaJNpYgX0Y1b+rbz9cIplMRnXBmJEjR46IiooKUVdXJ7p06eLa+w6as5LZVR6Aixam0bqGZmnlgMuKZfqjS7tLMuGodYNVJ3a838EjTSy2SSLDR4ursn7tgNkrRLOJxQbXyvqZl2R1nZklGtipyuzF/M06OR7AFPLcQEftSwf3SFnEYA5FSr7+QqLAiTbq9822qadZ4UBVHA3iKcruThJtnFYd1mMmcOzG0KDlysvv1QTerU6R41HmCAdP56hqmkaWMZLd8QxDZ3KnTT1h/oboNTtfMqGN9Vmy7gOKZRJKChO5qZyyY9dRtjE0TgSOnZT00MTkPPTQQyKRSKTdzjnnnNTzjY2N4vbbbxfdunUTJ5xwgrjqqqvEgQMH0t5j7969oqqqSnTu3Fl0795d3HPPPaKlJb2Y0Lp168R5550nSkpKxFlnnSWeeuopt79K1mzcc9jvXQgdMGeaTVhOguDIcaIicPSogdmN7weTPEz+VjeV4UVIkMi1x2GDicDBWGzVNFdR5OC6WL0jfY4PvSVnyJAh4g9/+MPxDyk6/jE/+tGPRHV1tXjhhRekP+2OO+4QV155pVi/fr18vrW1VQqcnj17irfeekt8+umn4rvf/a4oLi4WDz/8sNxmz549cpvbbrtNPPPMM2LNmjXi+9//vujVq5eYOHGi8BsoXOIMq4qYbFhKzIDrKZMbS3UyRz2Pz+uPOo7xmTt1SMq9hdT3qIpHEo9KxwmLzE0ELuM8twJJAU5DBfysQu564DEsOcuWLRObN2/u8BwChE455RTx7LPPin/5l3+Rf3v//ffFoEGDxIYNG8SFF14oVq5cKS6//HJRU1MjevToIbd54oknxH333ScOHTokOnXqJP8PobRt23F/+jXXXCNqa2vFqlWrbO8rA4+DAy68PbogOhU7wXR8IiwG5fUzv2V5gM6cVS07mbsVBMnEAhLnQOZ+WbaQyCVIOpf525MU8t27d4vevXuLM844Q1x33XXS/QQ2bdokmpubxfjx41PbwpV12mmnSZEDcD9s2LCUwAGwzuALbd++PbWN9j3UNuo9zGhqapLvo715waWDe4qw4Xc12Snn9u6w+kYMBgUOsQLnB0SHUTFBs4qsTgqdZZMySwgJzvziurtq9OjRMj5m4MCB0tU0b9488c1vflNaXfbv3y8tMZWVlWmvgaDBcwD3WoGjnlfPWW0D0dLQ0CDKysoM923RokVyf7wmjHVy/G4ouvy9GnkjJJtzFxY/MxeUviIrYrzGLl6bdWr6aV07i1q6rEjM+MExt282DOh+ooiMyJk06Xjp9eHDh0vRc/rpp4ulS5eaio98MWvWLHHXXXelHkMU9e3b1/XPyXWlSEg2WPna41Bl3O71iBgvWICMqizbgTE5JI4sz2ER6uc143kKOaw2Z599tvjggw/EpZdeKo4ePSpjZ7TWHGRXIdAY4H7jxo1p76Gyr7Tb6DOy8Bh+OSshhUws3AiJInEVOJmsp2Z1q1Bluf/MannctOm0TgqhEeIXSG4qKYIbKCFaWtukeM9loVNgkSxl5Q4OOp6LnK+++kp8+OGH4vrrrxcjR46UWVLIhkLqONi1a5eM2RkzZox8jPuFCxeKgwcPyvRxsHr1ailgBg8enNpmxYoVaZ+DbdR7+A2LARISrLpV85ZvN8zSU3/RiiBkjiDOB9ex6pYOq496L0L8buFgleKNhrcQ8E5pS0az6bTr2VV33323mDJlinRRIUNq7ty5MtNqx44dMrNq+vTpUqAgbgfCZcaMGfJ1SBdXKeQjRoyQgcuPPPKIjL+BQEKKuDaFfOjQobLezk033STWrl0rfvCDH8iMKycp5F5lV8F3yfgSEhVQdO9fL+gb6AKX6Ntjx/VkpwQ9iRawUGCWKypMiNa2pJzMw+jatXuOw+qiRPlpXTuL7TV1Mvjeznmvz4DCez340jZLART07CrXLTl///vfxbXXXis+//xzKWouuugi8ac//Un+Hzz66KOioKBAWnKQ7QRR8utf/zr1+sLCQvHKK69IMQTLTHl5ubjhhhvE/PnzU9v0799fChrU3HnsscfEqaeeKp588slA1MgJa+Cxl4RxQCHHUUUag1gjBhPY/CvsDf5g98GvRNyBaw5ujtoG89pUUQIWuZ0LLkv724h5r0b2+2sreuea+g0LjhsCx8/sKjbo9MCSM+D+FSxgZ1HLBJktTA0nfqwKs63xEcVjNmjOKl+LtPn53Y3OA6NzSsVshaUmVK7n/kcGlhw3LLjZtmCxgg06fYQVetPRV9BkY0TiB2EOnvRiJR0XgZOLuEX9rqCEHmSqRJyri7bYIPIY1ls38NMC7G8FOBILtKZTVcWY7YBIvglz8GSuaAOrcQ3CmkqOY9afDAG+qocZAn7D2BNxi02B0WLglwqaezob2IXcA6YGSP0HaRVVWVYUWT84cT/I0iwjCine2dbSibObNM6uOjdwWggP7UOQjYdFHoTlwuodUmzCqoaq+IjdRM8+u5Z/fL6dxpnZUlFWZOhmckPoRKriMRFi08fsQm4EBQ6xCzI6zKhx2BxQsenjL/gDeAQMIW4EqPoFhAZEoFXsiN0MJaM0b7NgYKAVQGYWJlhZqoZnZ0kq09SAyjQ+6xveqmORa8awnxX1KXI8wGmHVkJIOlYTZrZzadwtOV6hD1YNc5q+1X7r24NkU8PGCCsBlG+WmLRHGdW/a2i9ExQ5HkC3DCHeojIYsdJtTbbXPjFbhVutlIn7fF5/NNSHVZ9ejnPMrktp9Y70SvxBoMHmeQ+jkVlw88LqnSKsMPDYA8pLir1428jHYJgF/xGiR006uFfzD1bhED+o+KrNpEJhNAoc5xQm2q9LqxgoCMuOAc3JSLnVnWTLImMNxyBImXyVBrE2Rta4vy2qMrUoNYY4E491cjyok+Nmlcg4oDXxnjGrmseNkABQVtxeRM9OrRRar92taeMFP/jdu+Ll92oMJWimulO5uiCxfoWIchPWyfERpYaDXAY/KOgvLgpDQoIBrBJ2M7KYVNAx/ksJA9VIU/VCQyo4MqUQSOxltpSeX177DXlT+5XQ1ALKtVJ4pqr27Y1E/YExOR7A3lX2oHuKEBJFtEG6WLjBXYqbduGLbZBGrtLM87ZvM5xXHs7krsrktGhp9c+tQZETgHoKccXI1+1WXQZCCAk66BYO4aO3+meTpeUlU3Ks/WZUaDBfMPDYA3pWZFesLK6ogEXc20nTJISQKIPYmSAxqn/XnF5vxyXmFbTkeEC2xcriiNbnzxgmQojfqIrEq3fsF43Nbb7kihUFLNN0SRYtURCM/mVjS95jj/RQ5HhxUB3UVSCEEBKcOMGdCyb53g6jCPn7LmRSlRYXitlVg1IxP6p3IAKjEQ8E7MQEOWmq7EUmVS5Q5BBCCCEmcYJ22yK4SS6BuhAyKn6moblVipM5y7aJUs330Fb+NqtynG3rjqCt7ylyPIBWHELyBxa9PiZvkIgzu2qwI1e6Np06U2q1m4G6ykpz2KDidNKi8jEEj6ogDkEHF516TbZorV+wjs2dOsS31hUUOYSQUDPviqGy9khYe+sQEejqwEvf+cT261Edev3MS3IuKeI0UDfXsiXNx0SVFxYrvDfaQlDkRIiwd+QlJCgUFyZEeacicVrXzqalBZQpnhDH51dBQrQlk5bBsXZKWlSWFZvGtuB9kZ2E9iJNLW2yMJ4qCqgXJrCk6GOC7BB0gd/gY1sIWnI8ACcxe+UQkj1GwYtmAaBWpnhCMlkZzFoawP0DYWIXK0uFUadxPNa2WYDggmuMuAtFjgegfDcHXUKyJ0lLKPG5eSUEDor12aG+Kb2ppxO3lB8tHuIERY4HwBTJmi+E2A8cRgHNfZr6UtA4CIZE5GZza1KucrMN4vQKNqUMP+i5BQuhUYXhppZWz5NNVD+pXGGIhDl0ZHuAXwFWhIQJtPCAq+DDRVUyWBP/17oOMHFA4Kj/B0ngADaljHaFYSdp3H734Zt/xVApdEhHaMkhJGL8eJp72UZerRDN4iAI8YNkjkX/IMJVGrY+cH7uFO/Tp7UxP0FsEJ3w8bMpcjzCjwJShAA3XaUYs4PmJvIapAFrXWeEZOuygiUS1+OSdR+I+qZ295fXXceVC2zEvNdsxxR5jZ/jB0WOB4xdvIYCh0QGLwYotWqGy2r5jIuEn1YvTDiqkBrK1+snID/K+pNooRXNquu41+c+xNRPHQRPe4mf7jyKHA/gKpAQe6AGCQQGWFi9I++LAyVojFJ8CfH63B+7eK2hsHYDdU73synSo2rBpMjxALqqCLEPMxFJXEFLBbu9o9xmuIElySsXl5+tjihyPICxOISEG1iX/LAskfhRU9sgzzc3hY6d4OO9h782dHE9+NI2GYvnZokEBh4TQkiesQoTwOraL4ETt0DvuIPf2qk1RxtDBvTxZEYp8XYKGOrdtm7FozHwOGLQXUVI8ClMmKuckaefJF0JfkCBEx60pRBUG4hs3D1KrNhFfY7W1asCmt10IRUXJHx1NbkB3VUeMKD7ibaauhFC/AOD9xmzqtPS5GlFIU7QupmsatVozyslrYf1qRCf1x/NKvDYSTXmXL6bWwLHqn2G11DkeMBWChxCQoEaw9VQHu41K8k3sKiYdR73shdVPvojLln3YSSqg7OtgweUFvOwEkII8QYECPepLJM9tyrLirN+n/4zq6XVSQ/+5qa7lnVyIsbsqsGpCHVCCPET1XwyiOX+oyA27GBVbDIb3AoQTgohz4nVO/ZL69BpXTuL7TV1wkHbLltMGtZL+AVNDh6Akw8nTFB8koQQf8RFEIDAwSS76eMv/N6VyGFHsODYIyAYlpF5L28XQaShuU0GMiOW1G2BA/w89zjzekRDc3pgGDsWExIfEsfEBVbIftfaYVuK/BxbFVxcVlwoLh3cw/C3Ry8rFNzLRw8rPynQNPZFtrHT7DE3ocjxAFWmnhAST3Ltak3CR1KzwLVyC6oUc7Og5Sjwt0XHU+v9hiLHAxZW7/TibQkhhEQEJ/V0EE+FAn8o7aSP9fSzmrAZbldwzgWKnDy4qgghhJBsmPqrN1N115IG8TJBzG/56au7xLzl22WdHa+7rWeCIscDWPGYEEJILoQ5G65WY6XyuzAus6s8SiEnhBBCzOhTWWrp7gmrwAkaFDmEEEJInqlvarV090SJp31MxqHICXg5bEJIdNJqESSKGAW4tBN5qJ8FawEq4iKt2arruh9g3woT7fWE0OgyYLvnOUb9pyAGkGKeTZPPILPExzmRMTke4GcHY0JI+NJqvUo3n37xWWlZLqowXRBYP/OSwAfQeom+YKzKzI1m4krSt0+mJccDWFmUEKIFlpsgrKAheOJmMQkisK4ZtYSIpsARYl9to2+fHXqR8/jjj4t+/fqJ0tJSMXr0aLFx40a/d8nX6o6EkOBhVvUY6cFeFg2EVXns4rVpMRFFAfFbDZqzUn53dR8X4KbbPHeCYR0ZPxtZeglctH4RapHz/PPPi7vuukvMnTtX/OUvfxHnnnuumDhxojh48KDfu0YIIZaDPISH1+m1KCAH1zlcVBASuKF2SZCEn99tL/KPuZApL4lmBMlyH+vkhFrk/PznPxe33HKLuPHGG8XgwYPFE088ITp37ix+85vf+LpfQW3CRgjJP2bF0PKRQRMMOUPsWvrtdjUPG08zu8o5R48eFZs2bRLjx49P/a2goEA+3rBhg+FrmpqaxJEjR9JuXoAmbIQQYrWKNcquIdEG2XRW7Q6WvvOJiCLzfFz4h9aS89lnn4nW1lbRo0ePtL/j8f79+w1fs2jRIlFRUZG69e3b15N9i6pflRDiXsE3o+yaoKBNdVdjml/B01EKNt48d6LlNn5XB/YKPxf+sTprZ82aJerq6lK3Tz7xRjXPnTpEntBuDpR9KstkPQl1rxVS+C8GINwyCSyjZ53U6rC7rdF+2BF/CYvt8OdcAthwHPHORu+O97X6zbTfW/2/uDBhuj/az9B+H6PvZrQ/drdT2NXV2A61SbSTL2qoWP2ueC5xbDuce9loeLOX4L2yWRTgNfpX2X0XfA+jawW/p6pfY7Sf2ro2OH54H6vPxbmhT5PWuybMzjnsi9lhwX7r993OIVTnfqZzHb/xnsVV0gK1c8EkWcNm98OT5f+Nznfsi3Zs0gojo/3CNrhp98sucnzACWyB09NJXcd2XqbO1+Mi0Fyo4jv+eNpQeazNsqn02Bnf9PuZ4XBk/D5OjpfTz1Lngp+Bx4lk0qjlVzjcVYi/+f3vfy+mTZuW+vsNN9wgamtrxUsvvZTxPeCugkUHgqdLly4e7zEhhBBC3MDu/B1aS06nTp3EyJEjxZo1a1J/a2trk4/HjBnj674RQgghxH9Cna+G9HFYbs4//3wxatQo8Ytf/ELU19fLbCtCCCGExJtQi5yrr75aHDp0SDz44IMy2HjEiBFi1apVHYKRCSGEEBI/QhuT4waMySGEEELCR+RjcgghhBBCrKDIIYQQQkgkocghhBBCSCShyCGEEEJIJKHIIYQQQkgkocghhBBCSCShyCGEEEJIJKHIIYQQQkgkocghhBBCSCQJdVuHXFHFnlE5kRBCCCHhQM3bmZo2xFrkfPnll/K+b9++fu8KIYQQQrKYx9HewYxY965qa2sTNTU14sQTTxSJRMJVhQnh9Mknn1j21CA8VjyvvIPXIY8Vz6voXoOQLhA4vXv3FgUF5pE3sbbk4MCceuqpnr0/flSKHB4rnlf+wuuQx4rnVTSvQSsLjoKBx4QQQgiJJBQ5hBBCCIkkFDkeUFJSIubOnSvvCY8Vzyt/4HXIY8Xzyl+CcA3GOvCYEEIIIdGFlhxCCCGERBKKHEIIIYREEoocQgghhEQSihxCCCGERBKKHA94/PHHRb9+/URpaakYPXq02Lhxo4gyDz30kKwYrb2dc845qecbGxvF7bffLrp16yZOOOEEcdVVV4kDBw6kvcfevXtFVVWV6Ny5s+jevbu45557REtLS9o269atE+edd56M1D/rrLPEU089JYLOG2+8IaZMmSKrcuK4LFu2LO15xP0/+OCDolevXqKsrEyMHz9e7N69O22bw4cPi+uuu04W06qsrBQ333yz+Oqrr9K22bJli/jmN78pzzlUGH3kkUc67MsLL7wgfxdsM2zYMLFixQoRpmP1ve99r8N5dtlll8XyWC1atEhccMEFslo7rpdp06aJXbt2pW2Tz+suyGOenWN18cUXdzi3brvtttgdqyVLlojhw4eniveNGTNGrFy5MtznFLKriHs899xzyU6dOiV/85vfJLdv35685ZZbkpWVlckDBw5E9jDPnTs3OWTIkOSnn36auh06dCj1/G233Zbs27dvcs2aNck///nPyQsvvDD5D//wD6nnW1pakkOHDk2OHz8++e677yZXrFiRPPnkk5OzZs1KbfO3v/0t2blz5+Rdd92V3LFjR/JXv/pVsrCwMLlq1apkkMF3mT17dvJ//ud/kMWYfPHFF9OeX7x4cbKioiK5bNmy5HvvvZecOnVqsn///smGhobUNpdddlny3HPPTf7pT39K/u///m/yrLPOSl577bWp5+vq6pI9evRIXnfddclt27Ylf/e73yXLysqS//Vf/5XaZv369fJ4PfLII/L4PfDAA8ni4uLk1q1bk2E5VjfccIM8Ftrz7PDhw2nbxOVYTZw4Mfnb3/5WfofNmzcnJ0+enDzttNOSX331Vd6vu6CPeXaO1T/+4z/K/daeWzhX4nasli9fnqyurk7+9a9/Te7atSt5//33y3Mfxy6s5xRFjsuMGjUqefvtt6cet7a2Jnv37p1ctGhRMsoiBxOLEbW1tfIieeGFF1J/27lzp5zENmzYIB/jQigoKEju378/tc2SJUuSXbp0STY1NcnH9957rxRSWq6++mo5gIUF/cTd1taW7NmzZ/InP/lJ2vEqKSmRky/AIIDXvfPOO6ltVq5cmUwkEsl9+/bJx7/+9a+TJ510UupYgfvuuy85cODA1ON//dd/TVZVVaXtz+jRo5P/5//8n2QQMRM5V1xxhelr4nqswMGDB+V3f/311/N+3YVtzNMfKyVyfvjDH5q+Jq7HCuB6efLJJ0N7TtFd5SJHjx4VmzZtki4HbX8sPN6wYYOIMnCxwM1wxhlnSHcBTJYAx6O5uTntmMANcNppp6WOCe7hEujRo0dqm4kTJ8rmbtu3b09to30PtU2Yj+uePXvE/v37074XerHANKs9NnC7nH/++altsD3Oq7fffju1zbhx40SnTp3Sjg1M8l988UWkjh/M3DCBDxw4UEyfPl18/vnnqefifKzq6urkfdeuXfN63YVxzNMfK8UzzzwjTj75ZDF06FAxa9Ys8fXXX6eei+Oxam1tFc8995yor6+XbquwnlOxbtDpNp999pk8MbQ/MMDj999/X0QVTMrwqWLi+fTTT8W8efNkzMO2bdvkJI4JBZOP/pjgOYB7o2OmnrPaBhdPQ0ODjGcJG+q7GX0v7ffGpK6lqKhIDtDabfr379/hPdRzJ510kunxU+8RBhB/c+WVV8rv+uGHH4r7779fTJo0SQ58hYWFsT1WbW1t4s477xRjx46VEzTI13UHYRimMc/oWIFvf/vb4vTTT5cLNcRs3XfffVL4/s///E/sjtXWrVulqEH8DeJuXnzxRTF48GCxefPmUJ5TFDkkZzDRKBC0BtGDAWPp0qWhFB8kmFxzzTWp/2O1iHPtzDPPlNadSy65RMQVBIJiQfHmm2/6vSuhPVa33npr2rmFRACcUxDTOMfixMCBA6WggcXr97//vbjhhhvE66+/LsIK3VUuAlMnVpT6aHM87tmzp4gLUPpnn322+OCDD+T3hvmxtrbW9Jjg3uiYqeestkEGQFiFlPpuVucL7g8ePJj2PDIVkEXkxvEL83kJ1yiuOZxncT1Wd9xxh3jllVfEH//4R3Hqqaem/p6v6y5MY57ZsTICCzWgPbficqw6deokM55GjhwpM9POPfdc8dhjj4X2nKLIcfnkwImxZs2aNPMoHsP8FxeQsosVEFZDOB7FxcVpxwRmYMTsqGOCe5hItRPU6tWr5UkPM6naRvseapswH1e4TXDRar8XTLaIH9EeGwwq8FEr1q5dK88rNRBjG6Rfw1+uPTZYkcH9EtXj9/e//13G5OA8i9uxQmw2Jm24EvAd9S64fF13YRjzMh0rI2DJANpzKw7HygjsY1NTU3jPKcehysQSpL4hO+app56S2R633nqrTH3TRptHjX//939Prlu3Lrlnzx6Zfov0QaQNIotBpR0iZXPt2rUy7XDMmDHypk87nDBhgkzxRCrhKaecYph2eM8998iI/scffzwUKeRffvmlTKXEDZfbz3/+c/n/jz/+OJVCjvPjpZdeSm7ZskVmDxmlkH/jG99Ivv3228k333wzOWDAgLS0aGQ9IC36+uuvl6meOAdxrPRp0UVFRcmf/vSn8vghIy5oadFWxwrP3X333TKLA+fZH/7wh+R5550nj0VjY2PsjtX06dNl6QFcd9q056+//jq1Tb6uu6CPeZmO1QcffJCcP3++PEY4t3AtnnHGGclx48bF7ljNnDlTZp3hOGA8wmNkJ7722muhPacocjwAef84EZDnj1Q41OyIMkj/69Wrl/y+ffr0kY8xcCgwYf/bv/2bTEXEyf3P//zPcpDR8tFHHyUnTZoka5ZAIEE4NTc3p23zxz/+MTlixAj5ORiEUPsi6GCfMWHrb0iHVmnkc+bMkRMvLupLLrlE1qfQ8vnnn8uJ+oQTTpCpmDfeeKOc9LWgxs5FF10k3wO/AcSTnqVLlybPPvtsefyQwol6GGE5VpiQMHBiwITgOP3002XtDP2gF5djZXSccNNeE/m87oI85mU6Vnv37pWCpmvXrvKcQG0lTMDaOjlxOVY33XSTvLawb7jWMB4pgRPWcyqBf5zbfwghhBBCgg1jcgghhBASSShyCCGEEBJJKHIIIYQQEkkocgghhBASSShyCCGEEBJJKHIIIYQQEkkocgghhBASSShyCCGEEBJJKHIIIYQQEkkocgghhBASSShyCCGEEBJJKHIIIYQQIqLI/wfjiD3msCJUTQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "_ = plt.scatter(shear_desc_ns.x_pix, shear_desc_ns.y_pix, s=1)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "c8db1973-1088-4a83-8fd0-3a85d99d981f",
    "metadata": {},
    "outputs": [],
@@ -102,7 +137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "3a19b6e4-a27d-4951-8886-da894882afaf",
    "metadata": {},
    "outputs": [],
@@ -112,7 +147,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "63ee241e-df13-4fe2-8f90-0ffb7a43ed62",
    "metadata": {},
    "outputs": [],
@@ -123,40 +158,95 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "2f612e92-30e9-42f5-98d5-3e4a0c72a19a",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "_ = plt.scatter(joined_shear_obj.y_cell_coadd_0, 3600*(joined_shear_obj.ra - joined_shear_obj.ra_0), s=1)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "d329f707-8237-48dc-85ed-428025676345",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "_ = plt.scatter(joined_shear_obj_edge.x_cent, joined_shear_obj_edge.y_cent, s=1)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "856c9a8a-48c1-472f-a110-6cbb51d6a542",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0          18.492682\n",
+       "1          79.353026\n",
+       "2         138.340155\n",
+       "3         105.156771\n",
+       "4         148.007565\n",
+       "             ...    \n",
+       "320868    140.493024\n",
+       "320869     85.986360\n",
+       "320870     60.862677\n",
+       "320871      3.056755\n",
+       "320872     85.897359\n",
+       "Name: x_cent, Length: 320873, dtype: float64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "joined_shear_obj.x_cent"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "id": "eff3eb82-0296-46fd-a111-e928c4edcca4",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, joined_shear_obj.x_pix - joined_shear_obj.x_pix_1, s=1)\n",
     "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, joined_shear_obj.x_pix - joined_shear_obj.x_pix_2, s=1)"
@@ -164,10 +254,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "id": "99f454e5-5644-471f-a6bf-5b9c8666ca0b",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, 3600*(joined_shear_obj.ra - joined_shear_obj.ra_1), s=1)\n",
     "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, 3600*(joined_shear_obj.ra - joined_shear_obj.ra_2), s=1)"
@@ -175,10 +276,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "id": "77d9bf1c-19f1-45c6-999c-65477ba8bc54",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0\n"
+     ]
+    }
+   ],
    "source": [
     "cut = np.bitwise_and(joined_shear_obj.n_sib_objects==1, joined_shear_obj.n_sib_srcs>3)\n",
     "print(cut.sum())"
@@ -186,7 +295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "id": "aa3b6481-41df-4bf0-ab59-5fb4d43e53af",
    "metadata": {},
    "outputs": [],
@@ -200,15 +309,343 @@
     "missing_1p_mask = np.bitwise_and(joined_shear_obj.catalog_mask, 4) != 4\n",
     "missing_ns = joined_shear_obj[missing_ns_mask]\n",
     "missing_1m = joined_shear_obj[missing_1m_mask]\n",
-    "missing_1p = joined_shear_obj[missing_1p_mask]"
+    "missing_1p = joined_shear_obj[missing_1p_mask]\n",
+    "dense_mask = np.bitwise_and(joined_shear_obj.n_sib_objects>1, joined_shear_obj.n_sib_srcs>3)\n",
+    "missing_1_mask = np.bitwise_and(joined_shear_obj.n_src==2, joined_shear_obj.n_unique==2)\n",
+    "missing_2_mask = np.bitwise_and(joined_shear_obj.n_src==1, joined_shear_obj.n_unique==1)\n",
+    "confused_mask = np.bitwise_and(bad_mask, dense_mask)\n",
+    "\n",
+    "missing_1 = joined_shear_obj[missing_1_mask]\n",
+    "missing_2 = joined_shear_obj[missing_2_mask]\n",
+    "dense = joined_shear_obj[dense_mask]\n",
+    "confused = joined_shear_obj[confused_mask]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "bdff460c-59e9-4c2e-a38f-7d058a61c79e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/echarles/miniconda3/envs/hpmcm/lib/python3.12/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: invalid value encountered in log10\n",
+      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#_ = plt.hist((good_sub.flux_r_1 - good_sub.flux_r_0)/good_sub.flux_r_0, bins=np.linspace(-0.1, 0.1, 101))\n",
+    "#_ = plt.yscale('log')\n",
+    "_ = plt.hist(-2.5*np.log10((good_sub.flux_r_0 * good_sub.flux_i_1) / (good_sub.flux_r_1 * good_sub.flux_i_0)),  bins=np.linspace(-0.1, 0.1, 101))\n",
+    "#_ = plt.hist(-2.5*np.log10((good_sub.flux_r_0 * good_sub.flux_i_2) / (good_sub.flux_r_2 * good_sub.flux_i_0)),  bins=np.linspace(-0.1, 0.1, 101))\n",
+    "_ = plt.hist(-2.5*np.log10((good_sub.flux_i_0 * good_sub.flux_z_1) / (good_sub.flux_i_1 * good_sub.flux_z_0)),  bins=np.linspace(-0.1, 0.1, 101))\n",
+    "#_ = plt.hist(-2.5*np.log10((good_sub.flux_i_0 * good_sub.flux_z_2) / (good_sub.flux_i_2 * good_sub.flux_z_0)),  bins=np.linspace(-0.1, 0.1, 101))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "c77d2088-18ed-4699-87c5-e3d3b9e99fd0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.int64(162)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dense_mask.sum()\n",
+    "confused_mask.sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "95f914f2-07f1-4e72-bdec-e92fd0075d51",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#_ = plt.scatter(good_sub.x_cent[::5], good_sub.y_cent[::5], s=1)\n",
+    "#_ = plt.scatter(bad_sub.x_cent[::5], bad_sub.y_cent[::5], s=1)\n",
+    "#_ = plt.scatter(missing_1.x_cent, missing_1.y_cent, s=1)\n",
+    "_ = plt.scatter(missing_1.x_cent, missing_1.y_cent, s=1)\n",
+    "_ = plt.scatter(missing_2.x_cent, missing_2.y_cent, s=1)\n",
+    "_ = plt.scatter(dense.x_cent, dense.y_cent)\n",
+    "_ = plt.scatter(confused.x_cent, confused.y_cent)\n",
+    "\n",
+    "#_ = plt.scatter(missing_4.x_cent, missing_4.y_cent, s=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "41e59933-a603-43d9-857a-82ee71691a69",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['object_id',\n",
+       " 'cluster_id',\n",
+       " 'n_unique',\n",
+       " 'n_src',\n",
+       " 'dist_rms',\n",
+       " 'ra',\n",
+       " 'dec',\n",
+       " 'x_cent',\n",
+       " 'y_cent',\n",
+       " 'x_pix',\n",
+       " 'y_pix',\n",
+       " 'snr',\n",
+       " 'snr_rms',\n",
+       " 'cell_idx',\n",
+       " 'has_ref_cat',\n",
+       " 'catalog_mask',\n",
+       " 'n_sib_objects',\n",
+       " 'n_sib_srcs',\n",
+       " 'recurse',\n",
+       " 'patch_x_0',\n",
+       " 'patch_y_0',\n",
+       " 'ra_0',\n",
+       " 'dec_0',\n",
+       " 'id_0',\n",
+       " 's2n_0',\n",
+       " 'x_cell_coadd_0',\n",
+       " 'y_cell_coadd_0',\n",
+       " 'x_pix_0',\n",
+       " 'y_pix_0',\n",
+       " 'g1_0',\n",
+       " 'g2_0',\n",
+       " 'cell_idx_x_0',\n",
+       " 'cell_idx_y_0',\n",
+       " 'shear_0',\n",
+       " 'meta_step_0',\n",
+       " 'flux_r_0',\n",
+       " 'flux_i_0',\n",
+       " 'flux_z_0',\n",
+       " 'flux_err_r_0',\n",
+       " 'flux_err_i_0',\n",
+       " 'flux_err_z_0',\n",
+       " 'snr_0',\n",
+       " 'g_1_0',\n",
+       " 'g_2_0',\n",
+       " 'patch_x_1',\n",
+       " 'patch_y_1',\n",
+       " 'ra_1',\n",
+       " 'dec_1',\n",
+       " 'id_1',\n",
+       " 's2n_1',\n",
+       " 'x_cell_coadd_1',\n",
+       " 'y_cell_coadd_1',\n",
+       " 'x_pix_1',\n",
+       " 'y_pix_1',\n",
+       " 'g1_1',\n",
+       " 'g2_1',\n",
+       " 'cell_idx_x_1',\n",
+       " 'cell_idx_y_1',\n",
+       " 'shear_1',\n",
+       " 'meta_step_1',\n",
+       " 'flux_r_1',\n",
+       " 'flux_i_1',\n",
+       " 'flux_z_1',\n",
+       " 'flux_err_r_1',\n",
+       " 'flux_err_i_1',\n",
+       " 'flux_err_z_1',\n",
+       " 'snr_1',\n",
+       " 'g_1_1',\n",
+       " 'g_2_1',\n",
+       " 'patch_x_2',\n",
+       " 'patch_y_2',\n",
+       " 'ra_2',\n",
+       " 'dec_2',\n",
+       " 'id_2',\n",
+       " 's2n_2',\n",
+       " 'x_cell_coadd_2',\n",
+       " 'y_cell_coadd_2',\n",
+       " 'x_pix_2',\n",
+       " 'y_pix_2',\n",
+       " 'g1_2',\n",
+       " 'g2_2',\n",
+       " 'cell_idx_x_2',\n",
+       " 'cell_idx_y_2',\n",
+       " 'shear_2',\n",
+       " 'meta_step_2',\n",
+       " 'flux_r_2',\n",
+       " 'flux_i_2',\n",
+       " 'flux_z_2',\n",
+       " 'flux_err_r_2',\n",
+       " 'flux_err_i_2',\n",
+       " 'flux_err_z_2',\n",
+       " 'snr_2',\n",
+       " 'g_1_2',\n",
+       " 'g_2_2']"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list(confused.columns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "c54b37a9-759e-48ad-8b46-aefd06abb8c0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#_ = plt.hist(joined_shear_obj.x_cent, bins=np.linspace(5, 145, 15))\n",
+    "_ = plt.hist(missing_1.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='missing 1')\n",
+    "_ = plt.hist(missing_2.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='missing 2')\n",
+    "\n",
+    "#_ = plt.yscale('log')\n",
+    "_ = plt.legend()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "25e2f86f-5ada-4512-8062-30cf9c09642c",
+   "execution_count": 20,
+   "id": "31694334-5f8a-4226-b266-8c4b56955f0f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_ = plt.hist(dense.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='dense')\n",
+    "_ = plt.hist(confused.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='confused')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "f1124a77-6d00-46a1-b652-ef00a2b13d39",
    "metadata": {},
    "outputs": [],
+   "source": [
+    "def plot_missing_v_snr(missing):\n",
+    "    snrs = np.linspace(4, 8, 5)\n",
+    "    for i in range(4):\n",
+    "        snr_mask = np.bitwise_and(missing.snr > snrs[i], missing.snr <= snrs[i+1])\n",
+    "        _ = plt.hist(missing[snr_mask].x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label=f\"{snrs[i]:.2f} - {snrs[i+1]:.2f}\")\n",
+    "    _  = plt.legend()\n",
+    "    return plt.gcf()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "3793ad5b-f7c2-43a5-b7fb-066d4eeaf072",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_ = plot_missing_v_snr(missing_1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "9b240c45-0508-4803-826b-c55c2a66776d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_ = plot_missing_v_snr(missing_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "25e2f86f-5ada-4512-8062-30cf9c09642c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "good 303909\n",
+      "conf 0\n",
+      "missing 1 8139\n",
+      "missing 2 8825\n",
+      "split 0\n",
+      "weird 176\n",
+      "weird 0\n"
+     ]
+    }
+   ],
    "source": [
     "print('good', np.bitwise_and(joined_shear_obj.n_src==3, joined_shear_obj.n_unique==3).sum())\n",
     "print('conf', (joined_shear_obj.n_src != joined_shear_obj.n_unique).sum())\n",
@@ -221,10 +658,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "id": "e4f04843-b6c6-4c5e-9625-df11b637ae05",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "_ = plt.scatter(missing_ns.ra, missing_ns.dec, s=1)\n",
     "_ = plt.scatter(missing_1m.ra, missing_1m.dec, s=1)\n",
@@ -233,10 +681,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "id": "be8d70e6-8172-408d-8a70-7f684c67bdb0",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAicAAAGdCAYAAADJ6dNTAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAGPtJREFUeJzt3X9sVWf9wPFPCwHcBBxDYRUYajK1+wEKhTEXXRUlTEmGc6JRxzDBf8qcIy5SEyHGbdVokERR3CKicctwMWOLKMnEKdvEUEDmTDM3Mlyqk19ftaXs+y2u7TfnJFSRH4PS9T7nntcrOYFzObv3oXdb3z3nec6t6evr6wsAgETUVnoAAAD/SZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFLECQCQlOFRML29vfHiiy/G6NGjo6amptLDAQDOQnbP1yNHjkRdXV3U1tZWV5xkYTJ58uRKDwMAGID29vaYNGlSdcVJdsbk+F9uzJgxlR4OAHAWOjs785MLx7+PV0WcrF27Nt96enry/SxMxAkAFMvZTMmoKdoH/2XlNXbs2Ojo6BAnAFCF37+t1gEAkiJOAICkiBMAICniBABISmHiJFupU19fHw0NDZUeCgDwKrJaBwB41VmtAwAUVmEu6wAA5SBOAICkiBMAICniBABIijgBAJJSmE8lppy++eizUQ1uf/9llR4CQGEU5syJm7ABQDkUJk6ampqira0tWltbKz0UAOBVVJg4AQDKQZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFLECQCQFHECACRFnAAASSlMnPhsHQAoh8LEic/WAYByKEycAADlIE4AgKSIEwAgKeIEAEiKOAEAkiJOAICkiBMAICniBABIijgBAJIiTgCApIgTACAp4gQASIo4AQCSMrwSLzp16tQYM2ZM1NbWxkUXXRSPPfZYJYYBACSoInGS+e1vfxuvfe1rK/XyAECiXNYBAIodJ9u2bYsFCxZEXV1d1NTUxKZNm046Zu3atfmlm1GjRsXs2bNjx44dJ/x59s+95z3viYaGhrjvvvvO728AAJQ7To4ePRrTpk3LA+RUNm7cGMuXL49Vq1bF7t2782PnzZsXBw8e7D/miSeeiF27dsUjjzwSd999d/zhD384v78FAFDeOJk/f37ceeedsXDhwlP++erVq2Pp0qWxZMmSqK+vj3Xr1sUFF1wQ69ev7z/mjW98Y/7rJZdcEtdff30eMafT3d0dnZ2dJ2wAQPUa1Dknx44dy8+IzJ07998vUFub72/fvr3/zMuRI0fy33d1dcWvfvWruPzyy0/7nC0tLTF27Nj+bfLkyYM5ZACgmuPk8OHD0dPTExMmTDjh8Wx///79+e8PHDgQ1157bX655+qrr46bb745n3tyOs3NzdHR0dG/tbe3D+aQAYCyLyV+85vfHE899dRZHz9y5Mh8AwDKYVDPnIwfPz6GDRuWnx35T9n+xIkTz+u5swm42RyWM51lAQCKb1DjZMSIETFjxozYunVr/2O9vb35/pw5c87ruZuamqKtrS1aW1sHYaQAQNVc1skmse7du7d/f9++fbFnz54YN25cTJkyJV9GvHjx4pg5c2bMmjUr1qxZk0+CzVbvAAAMepzs3LkzGhsb+/ezGMlkQbJhw4ZYtGhRHDp0KFauXJlPgp0+fXps2bLlpEmyA7msk23ZhFsAoHrV9PX19UWBZPc5yZYUZyt3sg8PpLp989Fnoxrc/v7LKj0EgMJ8//bZOgBAUsQJAJCUwsSJpcQAUA6FiRNLiQGgHAoTJwBAOYgTACAp4gQASEph4sSEWAAoh8LEiQmxAFAOhYkTAKAcxAkAkBRxAgAkpTBxYkIsAJRDYeLEhFgAKIfCxAkAUA7iBABIijgBAJIiTgCApIgTACAphYkTS4kBoBwKEyeWEgNAORQmTgCAchAnAEBSxAkAkBRxAgAkRZwAAEkRJwBAUsQJAJCUwsSJm7ABQDkUJk7chA0AyqEwcQIAlIM4AQCSIk4AgKSIEwAgKeIEAEiKOAEAkiJOAICkiBMAICniBABIijgBAJJSmDjx2ToAUA6FiROfrQMA5VCYOAEAykGcAABJEScAQFLECQCQFHECACRFnAAASREnAEBSxAkAkBRxAgAkRZwAAEkRJwBAUsQJAJAUcQIAJKVicfLSSy/FpZdeGp///OcrNQQAIEEVi5O77rorrr766kq9PACQqIrEyXPPPRfPPPNMzJ8/vxIvDwBUU5xs27YtFixYEHV1dVFTUxObNm066Zi1a9fG1KlTY9SoUTF79uzYsWPHCX+eXcppaWk5v5EDAFXpnOPk6NGjMW3atDxATmXjxo2xfPnyWLVqVezevTs/dt68eXHw4MH8zx9++OG47LLL8g0A4L8Nj3OUXYo50+WY1atXx9KlS2PJkiX5/rp162Lz5s2xfv36WLFiRfzud7+LBx54IB588MHo6uqKf/3rXzFmzJhYuXLlKZ+vu7s7347r7Ow81yEDAGWdc3Ls2LHYtWtXzJ07998vUFub72/fvj3fzy7ntLe3x5///Of4xje+kYfM6cLk+PFjx47t3yZPnjyYQwYAqjlODh8+HD09PTFhwoQTHs/29+/fP6DnbG5ujo6Ojv4tCxsAoHqd82WdwXTLLbe84jEjR47MNwCgHAb1zMn48eNj2LBhceDAgRMez/YnTpx4Xs+dTcCtr6+PhoaG8xwlAFCaMycjRoyIGTNmxNatW+OGG27IH+vt7c33ly1bdl7P3dTUlG/ZhNhs7smr5rEqWeLc2FzpEQDA0MRJtsJm7969/fv79u2LPXv2xLhx42LKlCn5MuLFixfHzJkzY9asWbFmzZp8+fHx1TsAAIMaJzt37ozGxsb+/SxGMlmQbNiwIRYtWhSHDh3KV+Bkk2CnT58eW7ZsOWmS7EAu62RbNuGWEp0BihsrPQAAhlhNX19fXxTI8cs62cqd7P4og65qvqlXh2++XB1xcvv73XQQKLfOc/j+XbEP/gMAOBVxAgAkpTBxYikxAJRDYeIkW0bc1tYWra2tlR4KAPAqKkycAADlIE4AgKSIEwAgKYWJExNiAaAcChMnJsQCQDkUJk4AgHIQJwBAUsQJAJCUwsSJCbEAUA6FiRMTYgGgHAoTJwBAOYgTACAp4gQASIo4AQCSIk4AgKQUJk4sJQaAcihMnFhKDADlUJg4AQDKQZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFIKEyduwgYA5VCYOHETNgAoh8LECQBQDuIEAEiKOAEAkiJOAICkiBMAICniBABIijgBAJIiTgCApIgTACAp4gQASEph4sRn6wBAORQmTny2DgCUQ2HiBAAoB3ECACRFnAAASREnAEBSxAkAkBRxAgAkRZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFLECQBQ7jj55z//GTNnzozp06fHFVdcEffee+9QDwEASNjwoX7B0aNHx7Zt2+KCCy6Io0eP5oHy4Q9/OC6++OKhHgoAkKAhP3MybNiwPEwy3d3d0dfXl28AAAOKk+ysx4IFC6Kuri5qampi06ZNJx2zdu3amDp1aowaNSpmz54dO3bsOOnSzrRp02LSpElxxx13xPjx470bAMDA4iS7FJOFRRYgp7Jx48ZYvnx5rFq1Knbv3p0fO2/evDh48GD/Ma973eviqaeein379sX9998fBw4cOO3rZWdXOjs7T9gAgOp1znEyf/78uPPOO2PhwoWn/PPVq1fH0qVLY8mSJVFfXx/r1q3LL+OsX7/+pGMnTJiQx8vjjz9+2tdraWmJsWPH9m+TJ08+1yEDAGWdc3Ls2LHYtWtXzJ07998vUFub72/fvj3fz86SHDlyJP99R0dHfpnorW9962mfs7m5OT/u+Nbe3j6YQwYAqnm1zuHDh6Onpyc/I/Kfsv1nnnkm//0LL7wQn/nMZ/onwt56661x5ZVXnvY5R44cmW8AQDkM+VLiWbNmxZ49e4b6ZQGAMl7WyVbdZEuF/3uCa7Y/ceLE83rubAJuNoeloaHhPEcJAJQmTkaMGBEzZsyIrVu39j/W29ub78+ZM+e8nrupqSna2tqitbV1EEYKAFTNZZ2urq7Yu3dv/362HDi7TDNu3LiYMmVKvox48eLF+S3qs0s4a9asyZcfZ6t3AAAGPU527twZjY2N/ftZjGSyINmwYUMsWrQoDh06FCtXroz9+/fnn6GzZcuWkybJDuSyTrZlE24BgOpV01ewe8dnN2HL7neSLSseM2bM4L/AYy2D/5wM2DdfvrEqvnq3v/+ySg8BoDDfv4f8s3UAAM5EnAAASSlMnFhKDADlUJg4sZQYAMqhMHECAJSDOAEAkiJOAICkFCZOTIgFgHIoTJyYEAsA5VCYOAEAykGcAABJEScAQFIKEycmxAJAORQmTkyIBYByKEycAADlIE4AgKSIEwAgKeIEAEiKOAEAklKYOLGUGADKoTBxYikxAJRDYeIEACgHcQIAJEWcAABJEScAQFLECQCQFHECACSlMHHiPicAUA6FiRP3OQGAcihMnAAA5SBOAICkiBMAICniBABIijgBAJIiTgCApIgTACAp4gQASIo4AQCSIk4AgKSIEwAgKYWJEx/8BwDlUJg48cF/AFAOhYkTAKAcxAkAkBRxAgAkRZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFLECQCQFHECACRFnAAA5Y6T9vb2uO6666K+vj6uuuqqePDBB4d6CABAwoYP+QsOHx5r1qyJ6dOnx/79+2PGjBlx/fXXx4UXXjjUQwEAEjTkcXLJJZfkW2bixIkxfvz4+Pvf/y5OAICBxcm2bdvi61//euzatSv+9re/xUMPPRQ33HDDCcesXbs2PyY7MzJt2rT41re+FbNmzTrpubLn6OnpicmTJ5/rMKBYHmuJqtDYXOkRACVwznNOjh49mgdHFiCnsnHjxli+fHmsWrUqdu/enR87b968OHjw4AnHZWdLbr755rjnnnsGPnoAoOqc85mT+fPn59vprF69OpYuXRpLlizJ99etWxebN2+O9evXx4oVK/LHuru787Mt2f4111xzxtfLjs224zo7O891yABAWVfrHDt2LL9UM3fu3H+/QG1tvr99+/Z8v6+vL2655ZZ473vfG5/61Kde8TlbWlpi7Nix/ZtLQABQ3QY1Tg4fPpzPIZkwYcIJj2f72fyTzJNPPplf+tm0aVO+Yifbnn766dM+Z3Nzc3R0dPRv2VJkAKB6DflqnWuvvTZ6e3vP+viRI0fmGwBQDoN65iRbFjxs2LA4cODACY9n+9my4fORTcDNbtzW0NBwnqMEAEoTJyNGjMhvqrZ169b+x7KzJNn+nDlzzuu5m5qaoq2tLVpbWwdhpABA1VzW6erqir179/bv79u3L/bs2RPjxo2LKVOm5MuIFy9eHDNnzszvbZLdDTZbfnx89Q4AwKDGyc6dO6OxsbF/P4uRTBYkGzZsiEWLFsWhQ4di5cqV+STYbMLrli1bTpokCwAwKHGSfWhfthz4TJYtW5Zvgymbc5Jt2WogAKB6DfmnEg+UOScAUA6FiRMAoBzECQCQlMLEifucAEA5FCZOzDkBgHIoTJwAAOUgTgCApIgTACAphYkTE2IBoBwKEycmxAJAORQmTgCAchAnAECxP/gPKLHHWqIqNDZXegRANZw5MSEWAMqhMHFiQiwAlENh4gQAKAdxAgAkRZwAAEkRJwBAUsQJAJCUwsSJpcQAUA6FiRNLiQGgHAoTJwBAOYgTACAp4gQASIo4AQCSIk4AgKSIEwAgKYWJE/c5AYByKEycuM8JAJRDYeIEACgHcQIAJEWcAABJEScAQFLECQCQFHECACRFnAAASREnAEBSxAkAkBRxAgAkpTBx4rN1AKAcChMnPlsHAMqhMHECAJSDOAEAkiJOAICkiBMAICniBABIijgBAJIiTgCApIgTACAp4gQASIo4AQCSIk4AgKSIEwAgKeIEAEhKReJk4cKFcdFFF8VHPvKRSrw8AJCwisTJbbfdFj/60Y8q8dIAQOIqEifXXXddjB49uhIvDQBUW5xs27YtFixYEHV1dVFTUxObNm066Zi1a9fG1KlTY9SoUTF79uzYsWPHYI0XAKhy5xwnR48ejWnTpuUBciobN26M5cuXx6pVq2L37t35sfPmzYuDBw8OxngBgCo3/Fz/gfnz5+fb6axevTqWLl0aS5YsyffXrVsXmzdvjvXr18eKFSvOeYDd3d35dlxnZ+c5PwcAUMVxcibHjh2LXbt2RXNzc/9jtbW1MXfu3Ni+ffuAnrOlpSW+/OUvD+IoYehtf/5/quLLPufNF1d6CEAJDOqE2MOHD0dPT09MmDDhhMez/f379/fvZ7Fy0003xc9//vOYNGnSGcMlC52Ojo7+rb29fTCHDABU85mTs/XLX/7yrI8dOXJkvgEA5TCoZ07Gjx8fw4YNiwMHDpzweLY/ceLE83rubAJufX19NDQ0nOcoAYDSxMmIESNixowZsXXr1v7Hent78/05c+ac13M3NTVFW1tbtLa2DsJIAYCquazT1dUVe/fu7d/ft29f7NmzJ8aNGxdTpkzJlxEvXrw4Zs6cGbNmzYo1a9bky4+Pr94BABjUONm5c2c0Njb272cxksmCZMOGDbFo0aI4dOhQrFy5Mp8EO3369NiyZctJk2QBAAYlTrJbz/f19Z3xmGXLluXbYMrmnGRbthoIAKheFflsnYEw5wQAyqEwcQIAlIM4AQCSUpg4cZ8TACiHwsSJOScAUA6FiRMAoBzECQCQlMLEiTknAFAOhYkTc04AoBwKEycAQDmIEwAgKeIEAEiKOAEAklKYOLFaBwDKoTBxYrUOAJRDYeIEACgHcQIAJEWcAABJEScAQFKGR4FW62RbT09PpYcCpbX9+f+JajCnsdIjAKrizInVOgBQDoWJEwCgHMQJAJAUcQIAJEWcAABJEScAQFLECQCQFHECACSlMHGS3YCtvr4+GhoaKj0UAOBVVJg4cRM2ACiHwsQJAFAO4gQASIo4AQCSIk4AgKSIEwAgKcOjYPr6+vJfOzs7X50XOPp/r87zMiD/93JXVXzljv5vd6WHwH941f7/Abzif3fHv4+fSU3f2RyVkL/85S8xefLkSg8DABiA9vb2mDRpUnXFSW9vb7z44osxevToqKmpqfRwSl3AWSRm/5KNGTOm0sMpPe9HWrwfafF+pCHLjSNHjkRdXV3U1tZW12Wd7C/0SsXF0MnCRJykw/uRFu9HWrwflTd27NizOs6EWAAgKeIEAEiKOGFARo4cGatWrcp/pfK8H2nxfqTF+1E8hZsQCwBUN2dOAICkiBMAICniBABIijgBAJIiTjhrLS0t0dDQkN+d9w1veEPccMMN8ac//clXMBFf/epX87smf+5zn6v0UErtr3/9a3zyk5+Miy++OF7zmtfElVdeGTt37qz0sEqpp6cnvvSlL8Wb3vSm/L14y1veEl/5ylfO6rNdqKzC3SGWyvnNb34TTU1NeaC8/PLL8cUvfjE+8IEPRFtbW1x44YXemgpqbW2N733ve3HVVVd5HyroH//4R7zrXe+KxsbG+MUvfhGvf/3r47nnnouLLrrI+1IBX/va1+K73/1u/PCHP4zLL788j8QlS5bkdyn97Gc/6z1JmKXEDNihQ4fyMyhZtLz73e/2layQrq6ueOc73xnf+c534s4774zp06fHmjVrvB8VsGLFinjyySfj8ccf9/VPwIc+9KGYMGFCfP/73+9/7MYbb8zPovz4xz+u6Ng4M5d1GLCOjo7813HjxvkqVlB2NuuDH/xgzJ071/tQYY888kjMnDkzbrrppjzc3/GOd8S9995b6WGV1jXXXBNbt26NZ599Nt9/6qmn4oknnoj58+dXemi8Apd1GPCnQ2dzG7JT2FdccYWvYoU88MADsXv37vyyDpX3/PPP55cRli9fnl/2zN6X7PLBiBEjYvHixZUeXinPZGWfSPy2t70thg0bls9Bueuuu+ITn/hEpYfGKxAnDPin9T/+8Y/5TyFURnt7e9x2223x6KOPxqhRo7wNiUR7dubk7rvvzvezMyfZfyfr1q0TJxXwk5/8JO677764//778zkne/bsyX+oqqur834kTpxwzpYtWxY/+9nPYtu2bTFp0iRfwQrZtWtXHDx4MJ9vclz2k2H2vnz729+O7u7u/KdFhs4ll1wS9fX1Jzz29re/PX760596GyrgjjvuyM+efOxjH8v3s5VTL7zwQr7y0JmstIkTzlq2/O7WW2+Nhx56KH7961/ny/OonPe9733x9NNPn/BYthIhO4X9hS98QZhUQHaZ87+X12fzHS699NJKDKf0XnrppaitPXFqZRbs2Rku0iZOOKdLOdnp0Ycffji/18n+/fvzx7Nlednsd4ZW9h7893yfbEl3dn8N84Aq4/bbb88nYWaXdT760Y/Gjh074p577sk3ht6CBQvyOSZTpkzJL+v8/ve/j9WrV8enP/1pb0fiLCXm7P9lqak55eM/+MEP4pZbbvGVTMB1111nKXGFZZc8m5ub8/ubZGcXs8mxS5curfSwSunIkSP5Tdiys73ZJdBsrsnHP/7xWLlyZT5JmXSJEwAgKe5zAgAkRZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFLECQCQFHECACRFnAAASREnAEBSxAkAECn5f8hjP/NlRtUpAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "_ = plt.hist(good_sub.n_sib_srcs, bins=np.linspace(0.5, 9.5, 10), alpha=0.5)\n",
     "_ = plt.hist(bad_sub.n_sib_srcs, bins=np.linspace(0.5, 9.5, 10), alpha=0.5)\n",
@@ -246,10 +705,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "id": "646d7c61-0f0f-4271-8e55-88e3d10b1a52",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "_ = plt.hist(missing_ns.x_cent, bins=np.linspace(-5, 155, 16))\n",
     "_ = plt.hist(missing_1m.x_cent, bins=np.linspace(-5, 155, 16))\n",
@@ -258,15 +728,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "id": "6fec2797-2fa6-4f23-bd22-f04f165dea58",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "_ = plt.scatter(good_sub.ra, good_sub.dec, s=1)\n",
     "_ = plt.scatter(bad_sub.ra, bad_sub.dec, s=1)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "80c16dff-4d78-4790-a5d9-ee322f44d5ee",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/examples/rubin_dp2/CheckObjectMatch.ipynb b/examples/rubin_dp2/CheckObjectMatch.ipynb
index f7f5b74..c3cafab 100644
--- a/examples/rubin_dp2/CheckObjectMatch.ipynb
+++ b/examples/rubin_dp2/CheckObjectMatch.ipynb
@@ -28,9 +28,7 @@
    "cell_type": "code",
    "execution_count": null,
    "id": "8aee4f53-d19a-47fe-8ece-8f28a225f390",
-   "metadata": {
-    "scrolled": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "tract = 8006\n",
@@ -40,28 +38,18 @@
     "all_obj_assoc = tables_io.read(f'{tract}/all_match_object_assoc.pq')\n",
     "object_in = tables_io.read(f'{tract}/object_reduced_{tract}.parq')\n",
     "anacal_in = tables_io.read(f'{tract}/anacal_reduced_{tract}.parq')\n",
-    "desc_md_in = tables_io.read(f'{tract}/desc_md_match_object_stats.pq')\n",
-    "rubin_md_in = tables_io.read(f'{tract}/rubin_md_match_object_stats.pq')\n",
+    "desc_md_in = tables_io.read(f'{tract}/desc_md_match_object_joined.pq')\n",
+    "rubin_md_in = tables_io.read(f'{tract}/rubin_md_match_object_joined.pq')\n",
     "\n",
     "all_files = [\n",
     "    f'{tract}/object_reduced_{tract}.parq',\n",
     "    f'{tract}/anacal_reduced_{tract}.parq',\n",
-    "    f'{tract}/desc_md_match_object_stats.pq',\n",
-    "    f'{tract}/rubin_md_match_object_stats.pq',\n",
+    "    f'{tract}/desc_md_match_object_joined.pq',\n",
+    "    f'{tract}/rubin_md_match_object_joined.pq',\n",
     "]\n",
     "all_ids = list(range(len(all_files)))"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c972645a-2a79-40e4-aed6-7541a9b9a433",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "desc_md_in.object_id"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -78,6 +66,14 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "311c193a-fbd6-4e82-aeda-dc086172decf",
+   "metadata": {},
+   "source": [
+    "## signal to noise distributions for various catalogs"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -87,14 +83,26 @@
    "source": [
     "# SNR distributions split by which catalogs detected each object\n",
     "bins = np.logspace(0, 5, 51)\n",
-    "for i in range(4):\n",
+    "cats = ['object', 'anacal', 'rubin', 'desc']\n",
+    "for i, cat in enumerate(cats):\n",
     "    mask_bit = 1 << i\n",
     "    mask = np.bitwise_and(joined_obj.catalog_mask, mask_bit) == mask_bit\n",
-    "    _ = plt.hist(joined_obj[mask].snr, bins=bins, alpha=0.1)\n",
+    "    _ = plt.hist(joined_obj[mask].snr, bins=bins, alpha=0.1, label=cat)\n",
+    "_ = plt.legend()\n",
+    "_ = plt.xlabel('snr')\n",
+    "_ = plt.ylabel('object / 0.1')\n",
     "_ = plt.xscale('log')\n",
     "_ = plt.yscale('log')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "03f12b4d-af6b-4474-83b3-00133694ccad",
+   "metadata": {},
+   "source": [
+    "#### SNR versus catalog mask"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -104,7 +112,9 @@
    "source": [
     "# 2D histogram: which catalogs detected each object vs SNR\n",
     "_ = plt.hist2d(joined_obj.catalog_mask, joined_obj.snr, bins=(np.linspace(0.5, 15.5, 16), np.logspace(0, 5, 51)), norm='log')\n",
-    "_ = plt.yscale('log')"
+    "_ = plt.yscale('log')\n",
+    "_ = plt.xlabel('catalog mask')\n",
+    "_ = plt.ylabel('snr')"
    ]
   },
   {
@@ -115,7 +125,16 @@
    "outputs": [],
    "source": [
     "_ = plt.hist(joined_obj.catalog_mask, bins=np.linspace(0.5, 15.5, 16))\n",
-    "_ = plt.yscale('log')"
+    "_ = plt.yscale('log')\n",
+    "_ = plt.xlabel('catalog mask')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5951129f-f8c4-4720-abdf-81528098a18d",
+   "metadata": {},
+   "source": [
+    "#### Objects were the matching failed to converge"
    ]
   },
   {
@@ -129,6 +148,14 @@
     "print(cut.sum())"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "e8413eb3-4bc3-4d4e-b8ba-d0fa71e4a04f",
+   "metadata": {},
+   "source": [
+    "#### Define masks and subsamples for good and bad matches"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -142,6 +169,14 @@
     "bad_sub = joined_obj[bad_mask]"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "704f14ab-3417-46e2-b8b8-7d1fec32061b",
+   "metadata": {},
+   "source": [
+    "#### Plot good and bad matches across the tract"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -150,7 +185,17 @@
    "outputs": [],
    "source": [
     "_ = plt.scatter(bad_sub.ra[::5], bad_sub.dec[::5], s=1)\n",
-    "_ = plt.scatter(good_sub.ra[::5], good_sub.dec[::5], s=1)"
+    "_ = plt.scatter(good_sub.ra[::5], good_sub.dec[::5], s=1)\n",
+    "_ = plt.xlabel('RA')\n",
+    "_ = plt.ylabel('DEC')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0d06a624-1b0f-4af6-a66d-2c467d48fb5e",
+   "metadata": {},
+   "source": [
+    "#### Plot good and bad matches across the cell"
    ]
   },
   {
@@ -160,8 +205,31 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.scatter(bad_sub.x_cent[::5], bad_sub.y_cent[::5], s=1)\n",
-    "_ = plt.scatter(good_sub.x_cent[::5], good_sub.y_cent[::5], s=1)"
+    "_ = plt.scatter(bad_sub.x_cent[::10], bad_sub.y_cent[::10], s=1)\n",
+    "_ = plt.scatter(good_sub.x_cent[::10], good_sub.y_cent[::10], s=1)\n",
+    "_ = plt.xlabel(r'$x_{\\rm cell}$ [pix]')\n",
+    "_ = plt.ylabel(r'$y_{\\rm cell}$ [pix]')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b0402d99-8b0c-4b52-b219-9688c7b36457",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist(bad_sub.x_cent, bins=np.linspace(-5, 155, 161))\n",
+    "_ = plt.hist(good_sub.x_cent, bins=np.linspace(-5, 155, 161))\n",
+    "_ = plt.xlabel(r'$x_{\\rm cent}$ [pix]')\n",
+    "_ = plt.ylabel('objects / pix')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c7e7369f-9b98-4e7e-a912-e05da0a94942",
+   "metadata": {},
+   "source": [
+    "#### Plot difference between centroid and object catalog position"
    ]
   },
   {
@@ -172,24 +240,303 @@
    "outputs": [],
    "source": [
     "_ = plt.hist2d(3600*(good_sub.ra-good_sub.ra_0), 3600*(good_sub.dec-good_sub.dec_0),\n",
-    "               bins=(np.linspace(-0.8, 0.8, 81), np.linspace(-0.8, 0.8, 81)), norm='log')"
+    "               bins=(np.linspace(-0.8, 0.8, 81), np.linspace(-0.8, 0.8, 81)), norm='log')\n",
+    "_ = plt.xlabel(r'$x_{\\rm cent} - x_{\\rm obj}$ [\"]')\n",
+    "_ = plt.ylabel(r'$y_{\\rm cent} - y_{\\rm obj}$ [\"]')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8704ea67-b127-4a1c-83df-0cd3e9306a2a",
+   "metadata": {},
+   "source": [
+    "#### Plot difference between centroid and anacal catalog position"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b0402d99-8b0c-4b52-b219-9688c7b36457",
+   "id": "e88d693e-ebaf-4b2b-afac-bde50d9316ed",
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.hist(bad_sub.x_cent, bins=np.linspace(-5, 155, 161))\n",
-    "_ = plt.hist(good_sub.x_cent, bins=np.linspace(-5, 155, 161))"
+    "_ = plt.hist2d(3600*(good_sub.ra-good_sub.ra_1), 3600*(good_sub.dec-good_sub.dec_1),\n",
+    "               bins=(np.linspace(-0.8, 0.8, 81), np.linspace(-0.8, 0.8, 81)), norm='log')\n",
+    "_ = plt.xlabel(r'$x_{\\rm cent} - x_{\\rm anacal}$ [\"]')\n",
+    "_ = plt.ylabel(r'$y_{\\rm cent} - y_{\\rm anacal}$ [\"]')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5847358d-186a-4d35-86ee-6b98d62cd553",
+   "metadata": {},
+   "source": [
+    "## Color comparisons"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a525d48e-03ed-4608-a6e9-52da34b8458c",
+   "metadata": {},
+   "source": [
+    "#### Object colors v. anacal colors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "35f8b73a-63cb-40fa-8ded-85f738b4021a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist(\n",
+    "    -2.5*(\n",
+    "        np.log10(good_sub.r_gaapPsfFlux_0/good_sub.i_gaapPsfFlux_0) - \n",
+    "        np.log10(good_sub.lsst_r_flux_gauss2_1/good_sub.lsst_i_flux_gauss2_1)\n",
+    "    ),\n",
+    "    bins=np.linspace(-1, 1, 101),\n",
+    ")\n",
+    "#_ = plt.yscale('log')\n",
+    "_ = plt.xlabel(r'$r-i_{\\rm obj} - r-i_{\\rm anacal}$ [mag]')\n",
+    "_ = plt.ylabel('objects / 0.02')\n",
+    "#_ = plt.xscale('log')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0df3c17a-c581-4611-b050-dbba54dae4cf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist(\n",
+    "    -2.5*(\n",
+    "        np.log10(good_sub.i_gaapPsfFlux_0/good_sub.z_gaapPsfFlux_0) - \n",
+    "        np.log10(good_sub.lsst_i_flux_gauss2_1/good_sub.lsst_z_flux_gauss2_1)\n",
+    "    ),\n",
+    "    bins=np.linspace(-1, 1, 101),\n",
+    ")\n",
+    "_ = plt.yscale('log')\n",
+    "_ = plt.xlabel(r'$i-z_{\\rm obj} - i-z_{\\rm anacal}$ [mag]')\n",
+    "_ = plt.ylabel('objects / 0.02')\n",
+    "\n",
+    "#_ = plt.yscale('log')\n",
+    "#_ = plt.xscale('log')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a024208c-ffbc-4bb2-9ab8-fb6138cc1acf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.scatter(\n",
+    "    -2.5*(\n",
+    "        np.log10(good_sub.i_gaapPsfFlux_0/good_sub.z_gaapPsfFlux_0) - \n",
+    "        np.log10(good_sub.lsst_i_flux_gauss2_1/good_sub.lsst_z_flux_gauss2_1)\n",
+    "    ),\n",
+    "    31.4-2.5*np.log10(good_sub.i_gaapPsfFlux_0),\n",
+    "    s=1,\n",
+    ")\n",
+    "#_ = plt.yscale('log')\n",
+    "_ = plt.xlabel(r'$(i-z)_{\\rm obj} - (i-z)_{\\rm anacal}$ [mag]')\n",
+    "_ = plt.ylabel('i [mag]')\n",
+    "\n",
+    "#_ = plt.yscale('log')\n",
+    "#_ = plt.xscale('log')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b6e564f1-5774-44d2-b70e-8370b876f00c",
+   "metadata": {},
+   "source": [
+    "### object colors v. DESC MD colors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c851f831-4b23-46eb-88ea-c43f9a32b324",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist(\n",
+    "    -2.5*(\n",
+    "        np.log10(good_sub.r_gaapPsfFlux_0/good_sub.i_gaapPsfFlux_0) - \n",
+    "        np.log10(good_sub.flux_r_mean_2/good_sub.flux_i_mean_2)\n",
+    "    ),\n",
+    "    bins=np.linspace(-1, 1, 101),\n",
+    ")\n",
+    "_ = plt.yscale('log')\n",
+    "_ = plt.xlabel(r'$r-i_{\\rm obj} - r-i_{\\rm DESC MD}$ [mag]')\n",
+    "_ = plt.ylabel('objects / 0.02')\n",
+    "\n",
+    "#_ = plt.yscale('log')\n",
+    "#_ = plt.xscale('log')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d45612a6-67ba-4938-9cc9-278bb8e8b849",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist(\n",
+    "    -2.5*(\n",
+    "        np.log10(good_sub.i_gaapPsfFlux_0/good_sub.z_gaapPsfFlux_0) - \n",
+    "        np.log10(good_sub.flux_i_mean_2/good_sub.flux_z_mean_2)\n",
+    "    ),\n",
+    "    bins=np.linspace(-1, 1, 101),\n",
+    ")\n",
+    "_ = plt.yscale('log')\n",
+    "_ = plt.xlabel(r'$i-z_{\\rm obj} - i-z_{\\rm DESC MD}$ [mag]')\n",
+    "_ = plt.ylabel('objects / 0.02')\n",
+    "\n",
+    "#_ = plt.yscale('log')\n",
+    "#_ = plt.xscale('log')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "895c55a6-0009-4656-ad0f-ec4b3e959cb0",
+   "metadata": {},
+   "source": [
+    "### object colors v. Rubin MD colors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "84bdb843-070f-4f5f-9c12-e7e7fa7512bd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist(\n",
+    "    -2.5*(\n",
+    "        np.log10(good_sub.r_gaapPsfFlux_0/good_sub.i_gaapPsfFlux_0) - \n",
+    "        np.log10(good_sub.r_gaussFlux_mean_3/good_sub.i_gaussFlux_mean_3)\n",
+    "    ),\n",
+    "    bins=np.linspace(-1, 1, 101),\n",
+    ")\n",
+    "_ = plt.yscale('log')\n",
+    "_ = plt.xlabel(r'$r-i_{\\rm obj} - r-i_{\\rm Rubin MD}$ [mag]')\n",
+    "_ = plt.ylabel('objects / 0.02')\n",
+    "\n",
+    "#_ = plt.yscale('log')\n",
+    "#_ = plt.xscale('log')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cbcc0935-ddfd-4786-96d0-3a320baba011",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist(\n",
+    "    -2.5*(\n",
+    "        np.log10(good_sub.i_gaapPsfFlux_0/good_sub.z_gaapPsfFlux_0) - \n",
+    "        np.log10(good_sub.i_gaussFlux_mean_3/good_sub.z_gaussFlux_mean_3)\n",
+    "    ),\n",
+    "    bins=np.linspace(-1, 1, 101),\n",
+    ")\n",
+    "_ = plt.yscale('log')\n",
+    "_ = plt.xlabel(r'$i-z_{\\rm obj} - i-z_{\\rm Rubin MD}$ [mag]')\n",
+    "_ = plt.ylabel('objects / 0.02')\n",
+    "\n",
+    "#_ = plt.yscale('log')\n",
+    "#_ = plt.xscale('log')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "03049c01-9bf1-4395-a15b-6ff122aea36e",
+   "metadata": {},
+   "source": [
+    "### Now look at g-band fluxes for object matches"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7986aa63-c943-4313-91d8-97148ec114d6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist(-2.5*np.log10(good_sub.g_gaapPsfFlux_0) + 34.1, bins=np.linspace(20, 30, 101))\n",
+    "_ = plt.xlabel(r'$g$ [mag]')\n",
+    "_ = plt.ylabel('objects / 0.1 mag')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0a6350bd-33dd-4517-ad37-5287641be12d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist(good_sub.g_gaapPsfFlux_0/good_sub.g_gaapPsfFluxErr_0, bins=np.logspace(0, 3, 101))\n",
+    "_ = plt.xscale('log')\n",
+    "_ = plt.yscale('log')\n",
+    "_ = plt.xlabel(r'$g / \\delta g$')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ac0bd672-7a67-4051-a0a0-3ce774337dbe",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist2d(\n",
+    "    good_sub.snr_3,\n",
+    "    good_sub.g_gaapPsfFlux_0/good_sub.g_gaapPsfFluxErr_0, \n",
+    "    bins=(np.logspace(0, 4, 101), np.logspace(-1, 3, 101)),\n",
+    "    norm='log',\n",
+    ")\n",
+    "_ = plt.xscale('log')\n",
+    "_ = plt.yscale('log')\n",
+    "_ = plt.xlabel('snr riz')\n",
+    "_ = plt.ylabel(r'$g / \\delta g$')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3a0f9c61-4735-4fa1-bbcb-3a10b5f1d7dd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.isfinite(good_sub.g_gaapPsfFlux_0).sum()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "254cab26-05c1-4f15-8ac1-7f66a8bd9d17",
+   "id": "6a598138-da18-494a-b121-2edbb737990e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "len(good_sub)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9127c172-1dfd-4b18-b8e6-d38c72875cce",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "((good_sub.g_gaapPsfFlux_0/good_sub.g_gaapPsfFluxErr_0) > 10).sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "11caeab8-3731-459a-89ea-46de62a58ac5",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -197,7 +544,53 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "35f8b73a-63cb-40fa-8ded-85f738b4021a",
+   "id": "51c5220e-b014-467f-ba83-65550553b6e2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist(-2.5*np.log10(bad_sub.g_gaapPsfFlux_0/bad_sub.r_gaapPsfFlux_0), bins=np.linspace(-1, 2, 101))\n",
+    "_ = plt.hist(-2.5*np.log10(good_sub.g_gaapPsfFlux_0/good_sub.r_gaapPsfFlux_0), bins=np.linspace(-1, 2, 101))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "67fbeb10-8e0a-4a8f-ab9e-172f2797f417",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.hist(bad_sub.catalog_mask_2, bins=np.linspace(-0.5, 7.5, 8), label='bad')\n",
+    "_ = plt.hist(good_sub.catalog_mask_2, bins=np.linspace(-0.5, 7.5, 8), label='good')\n",
+    "_ = plt.yscale('log')\n",
+    "_ = plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "53e799bd-c73a-43ea-a8e3-e3ab89dc3573",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "good_desc_bad_sub_mask = np.bitwise_and(np.where(np.isfinite(bad_sub.catalog_mask_2), bad_sub.catalog_mask_2, 0).astype(int), 7) == 7\n",
+    "no_object = np.bitwise_and(bad_sub.catalog_mask, 1) != 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ea512632-5573-4da5-a851-9acc40c0bd99",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(np.bitwise_and(good_desc_bad_sub_mask, no_object).sum())\n",
+    "print(np.bitwise_and(good_desc_bad_sub_mask, ~no_object).sum())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "02fc8266-ebe0-44d7-ad23-188387acdc81",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/examples/rubin_dp2/CheckRubinShearMatch.ipynb b/examples/rubin_dp2/CheckRubinShearMatch.ipynb
index d35bb46..191f41e 100644
--- a/examples/rubin_dp2/CheckRubinShearMatch.ipynb
+++ b/examples/rubin_dp2/CheckRubinShearMatch.ipynb
@@ -59,6 +59,16 @@
     "catalog_ids = [0, 1, 2, 3, 4]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "445ab7b7-927f-47b6-b75c-03470d731034",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#### Some matching stats"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -66,7 +76,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "(shear_rubin_obj_stats.n_sib_objects == 2).sum()"
+    "np.bincount(shear_rubin_obj_stats.n_sib_objects)"
    ]
   },
   {
@@ -87,6 +97,22 @@
     "## Validation plots"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "05ac023a-d8e4-42fa-901a-78811dbf2c3e",
+   "metadata": {},
+   "source": [
+    "### Plot the location of objects across the tract"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0dff81ad-2eb2-4b81-ad70-8c8649f50cf2",
+   "metadata": {},
+   "source": [
+    "#### For the joined objects"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -94,7 +120,17 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.scatter(shear_rubin_obj_stats.x_pix, shear_rubin_obj_stats.y_pix, s=1)"
+    "_ = plt.scatter(shear_rubin_obj_stats.x_pix, shear_rubin_obj_stats.y_pix, s=1)\n",
+    "_ = plt.xlabel(r'$x_{\\rm tract}$ [pix]')\n",
+    "_ = plt.ylabel(r'$y_{\\rm tract}$ [pix]')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bfeda016-b332-41df-af85-36ec62619fe4",
+   "metadata": {},
+   "source": [
+    "#### For the no-shear catalog"
    ]
   },
   {
@@ -104,7 +140,17 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.scatter(shear_rubin_ns.x_pix, shear_rubin_ns.y_pix, s=1)"
+    "_ = plt.scatter(shear_rubin_ns.x_pix, shear_rubin_ns.y_pix, s=1)\n",
+    "_ = plt.xlabel(r'$x_{\\rm tract}$ [pix]')\n",
+    "_ = plt.ylabel(r'$y_{\\rm tract}$ [pix]')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b08bc890-4691-47b5-bb2d-3027cbcbfad8",
+   "metadata": {},
+   "source": [
+    "## Builed the joined object table"
    ]
   },
   {
@@ -122,6 +168,15 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "ca3eba85-6671-43cf-9283-668266a69e1f",
+   "metadata": {},
+   "source": [
+    "#### Count unconverged matches\n",
+    "(i.e., those that still have more than one source per input catalog)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -132,6 +187,14 @@
     "(joined_shear_obj_full.n_src > joined_shear_obj_full.n_unique).sum()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "7039eb1f-1818-4811-9e19-8f66fabe8b74",
+   "metadata": {},
+   "source": [
+    "#### Make a mask of object in the cental region of the cell"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -139,7 +202,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "center_mask = np.bitwise_and(np.fabs(joined_shear_obj_full.x_cent - 75) < 75, np.fabs(joined_shear_obj_full.y_cent - 75) < 75)\n"
+    "center_mask = np.bitwise_and(np.fabs(joined_shear_obj_full.x_cent - 75) < 75, np.fabs(joined_shear_obj_full.y_cent - 75) < 75)"
    ]
   },
   {
@@ -153,6 +216,16 @@
     "joined_shear_obj_edge = joined_shear_obj_full[~center_mask]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fd47ab15-ebde-4d4a-90ac-fc05765e4896",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#### Check for objects outside the central region of the cell, and for their catalog mask"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -162,7 +235,19 @@
    "source": [
     "_ = plt.hist(joined_shear_obj.catalog_mask, bins=np.linspace(0.5, 31.5, 32))\n",
     "_ = plt.hist(joined_shear_obj_edge.catalog_mask, bins=np.linspace(0.5, 31.5, 32))\n",
-    "_ = plt.yscale('log')"
+    "_ = plt.yscale('log')\n",
+    "_ = plt.xlabel('Catalog bit mask')\n",
+    "_ = plt.ylabel('objects')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a1b0a748-709c-4714-b129-caf64c302db2",
+   "metadata": {},
+   "source": [
+    "#### Check that the de-shearing work. \n",
+    "\n",
+    "First three plots work in ra & dec and are not desheard"
    ]
   },
   {
@@ -172,7 +257,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.scatter(joined_shear_obj.y_cell_coadd_0, 3600*(joined_shear_obj.ra - joined_shear_obj.ra_0), s=1)"
+    "_ = plt.scatter(joined_shear_obj.y_cell_coadd_0, 3600*(joined_shear_obj.ra - joined_shear_obj.ra_0), s=1)\n",
+    "_ = plt.xlabel(r'$x_{\\rm cell}$ [pix]')\n",
+    "_ = plt.ylabel(r'$x_{\\rm joined} - x_{\\rm ns}$ [pix]')"
    ]
   },
   {
@@ -182,8 +269,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, joined_shear_obj.x_pix - joined_shear_obj.x_pix_1, s=1)\n",
-    "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, joined_shear_obj.x_pix - joined_shear_obj.x_pix_2, s=1)"
+    "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, joined_shear_obj.x_pix - joined_shear_obj.x_pix_1, s=1, label='1m')\n",
+    "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, joined_shear_obj.x_pix - joined_shear_obj.x_pix_2, s=1, label='1p')\n",
+    "_ = plt.xlabel(r'$x_{\\rm cell}$ [pix]')\n",
+    "_ = plt.ylabel(r'$x_{\\rm joined} - x_{\\rm i}$ [\"]')\n",
+    "_ = plt.legend()"
    ]
   },
   {
@@ -193,19 +283,21 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, 3600*(joined_shear_obj.ra - joined_shear_obj.ra_1), s=1)\n",
-    "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, 3600*(joined_shear_obj.ra - joined_shear_obj.ra_2), s=1)"
+    "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, 3600*(joined_shear_obj.ra - joined_shear_obj.ra_1), s=1, label='1m')\n",
+    "_ = plt.scatter(joined_shear_obj.x_cell_coadd_0, 3600*(joined_shear_obj.ra - joined_shear_obj.ra_2), s=1, label='1p')\n",
+    "_ = plt.xlabel(r'$x_{\\rm cell}$ [pix]')\n",
+    "_ = plt.ylabel(r'$x_{\\rm joined} - x_{\\rm i}$ [\"]')\n",
+    "_ = plt.legend()"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "089156b6-d083-41f2-8d11-3b8409d06d3e",
+   "cell_type": "markdown",
+   "id": "a862f4ed-59b1-48d5-a15c-1c17e84ac794",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "cut = np.bitwise_and(joined_shear_obj.n_sib_objects==1, joined_shear_obj.n_sib_srcs>5)\n",
-    "print(cut.sum())"
+    "#### Split up objects by type\n",
+    "\n",
+    "Also, make masks and make sub DataFrames"
    ]
   },
   {
@@ -216,13 +308,13 @@
    "outputs": [],
    "source": [
     "print('good', np.bitwise_and(joined_shear_obj.n_src==5, joined_shear_obj.n_unique==5).sum())\n",
-    "print('conf', (joined_shear_obj.n_src != joined_shear_obj.n_unique).sum())\n",
+    "print('recurse_failed', (joined_shear_obj.n_src != joined_shear_obj.n_unique).sum())\n",
     "print('missing 1', np.bitwise_and(joined_shear_obj.n_src==4, joined_shear_obj.n_unique==4).sum())\n",
     "print('missing 2', np.bitwise_and(joined_shear_obj.n_src==3, joined_shear_obj.n_unique==3).sum())\n",
     "print('missing 3', np.bitwise_and(joined_shear_obj.n_src==2, joined_shear_obj.n_unique==2).sum())\n",
     "print('missing 4', np.bitwise_and(joined_shear_obj.n_src==1, joined_shear_obj.n_unique==1).sum())\n",
     "print('split', np.bitwise_and(joined_shear_obj.n_sib_objects>1, joined_shear_obj.n_sib_srcs==5).sum())\n",
-    "print('weird', np.bitwise_and(joined_shear_obj.n_sib_objects>1, joined_shear_obj.n_sib_srcs>5).sum())\n",
+    "print('confused', np.bitwise_and(joined_shear_obj.n_sib_objects>1, joined_shear_obj.n_sib_srcs>5).sum())\n",
     "print('weird', np.bitwise_and(joined_shear_obj.n_sib_objects>1, joined_shear_obj.n_sib_srcs<5).sum())\n"
    ]
   },
@@ -250,209 +342,236 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "bc697d06-60cd-4383-bc0f-da1f903b9f30",
+   "cell_type": "markdown",
+   "id": "1e86ff65-3427-4b7b-ab4f-38ede8331970",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "source": [
+    "### Compare locations of good and bad objects"
+   ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a2475ad1-9a19-4d2e-89d5-8e710cc0ef61",
+   "cell_type": "markdown",
+   "id": "9de86bbf-8cdc-4b1c-9727-5a17f88cfae5",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "_ = plt.scatter(good_sub.ra, good_sub.dec, s=1)\n",
-    "_ = plt.scatter(bad_sub.ra, bad_sub.dec, s=1)"
+    "#### In sky coordinates"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c53016c7-a033-4f08-b92a-347a398a915d",
+   "id": "a2475ad1-9a19-4d2e-89d5-8e710cc0ef61",
    "metadata": {},
    "outputs": [],
    "source": [
-    "#_ = plt.scatter(good_sub.x_cent[::5], good_sub.y_cent[::5], s=1)\n",
-    "#_ = plt.scatter(bad_sub.x_cent[::5], bad_sub.y_cent[::5], s=1)\n",
-    "#_ = plt.scatter(missing_1.x_cent, missing_1.y_cent, s=1)\n",
-    "_ = plt.scatter(missing_2.x_cent, missing_2.y_cent, s=1)\n",
-    "_ = plt.scatter(missing_3.x_cent, missing_3.y_cent, s=1)\n",
-    "#_ = plt.scatter(missing_4.x_cent, missing_4.y_cent, s=1)"
+    "_ = plt.scatter(good_sub.ra, good_sub.dec, s=1)\n",
+    "_ = plt.scatter(bad_sub.ra, bad_sub.dec, s=1)\n",
+    "_ = plt.xlabel('RA')\n",
+    "_ = plt.xlabel('DEC')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3e076b70-8301-4df8-a7f4-8bf6d69c3a79",
+   "id": "d306816f-5f04-46fb-a7be-c35c27b5a959",
    "metadata": {},
    "outputs": [],
    "source": [
-    "missing_2_217 = missing_2[missing_2.cell_idx == 217]\n",
-    "missing_3_217 = missing_3[missing_3.cell_idx == 217]"
+    "_ = plt.scatter(missing_1.ra, missing_1.dec, s=1)\n",
+    "_ = plt.scatter(missing_4.ra, missing_4.dec, s=1)\n",
+    "_ = plt.xlabel('RA')\n",
+    "_ = plt.xlabel('DEC')"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "b49898f4-b532-4661-a065-eee3c252bccb",
+   "cell_type": "markdown",
+   "id": "20dea8ef-f0d1-47a7-93f9-d36335c1f371",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "joined_shear_obj[joined_shear_obj.cell_idx == 217]"
+    "#### In cell coordinates"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c07de349-b5ba-4cef-974c-b2619cc51b4f",
+   "id": "c53016c7-a033-4f08-b92a-347a398a915d",
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.scatter(joined_shear_obj.cell_idx_x_0, joined_shear_obj.cell_idx_y_0, s=1)"
+    "#_ = plt.scatter(good_sub.x_cent[::5], good_sub.y_cent[::5], s=1)\n",
+    "#_ = plt.scatter(bad_sub.x_cent[::5], bad_sub.y_cent[::5], s=1)\n",
+    "#_ = plt.scatter(missing_1.x_cent, missing_1.y_cent, s=1)\n",
+    "_ = plt.scatter(missing_2.x_cent, missing_2.y_cent, s=1)\n",
+    "_ = plt.scatter(missing_3.x_cent, missing_3.y_cent, s=1)\n",
+    "#_ = plt.scatter(missing_4.x_cent, missing_4.y_cent, s=1)\n",
+    "_ = plt.xlabel(r'$x_{\\rm cell}$ [pix]')\n",
+    "_ = plt.ylabel(r'$y_{\\rm cell}$ [pix]')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "21a58f53-99b2-4d71-966f-98320849a9b4",
+   "id": "dd51076f-5ca8-4558-bd50-d3ed747e2ea2",
    "metadata": {},
    "outputs": [],
    "source": [
-    "(joined_shear_obj.cell_idx - (201*joined_shear_obj.cell_idx_x_0 + joined_shear_obj.cell_idx_y_0)).max()"
+    "_ = plt.hist(good_sub.x_cent, bins=np.linspace(-5, 155, 161))\n",
+    "_ = plt.hist(bad_sub.x_cent, bins=np.linspace(-5, 155, 161))\n",
+    "_ = plt.xlabel(r'$x_{\\rm cell}$ [pix]')\n",
+    "_ = plt.ylabel(\"objects / pix\")"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "47a4ec04-2d4f-4e5b-be1b-be9e6be8fec1",
+   "id": "4fb0e7e9-a52e-43f8-b383-6896ef11b858",
    "metadata": {},
    "outputs": [],
    "source": [
-    "((joined_shear_obj.cell_idx // 201 ) -1) % 20"
+    "#_ = plt.hist(joined_shear_obj.x_cent, bins=np.linspace(5, 145, 15))\n",
+    "_ = plt.hist(missing_1.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='missing 1')\n",
+    "_ = plt.hist(missing_2.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='missing 2')\n",
+    "_ = plt.hist(missing_3.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='missing 3')\n",
+    "_ = plt.hist(missing_4.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='missing 4')\n",
+    "#_ = plt.yscale('log')\n",
+    "_ = plt.legend()\n",
+    "_ = plt.xlabel(r'$x_{\\rm cell}$ [pix]')\n",
+    "_ = plt.ylabel('Objects / 10 pix')\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b2e027b8-2a02-4065-9a7c-a6ac7ef40172",
+   "id": "1eddcb98-e33c-4213-bcf1-943cf6a2f907",
    "metadata": {},
    "outputs": [],
    "source": [
-    "missing_2_217"
+    "def plot_missing_v_snr(missing):\n",
+    "    snrs = np.linspace(5, 15, 5)\n",
+    "    for i in range(4):\n",
+    "        snr_mask = np.bitwise_and(missing.snr > snrs[i], missing.snr <= snrs[i+1])\n",
+    "        _ = plt.hist(missing[snr_mask].x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label=f\"SNR: {snrs[i]:.2f} - {snrs[i+1]:.2f}\")\n",
+    "    _  = plt.legend()\n",
+    "    _ = plt.xlabel(r'$x_{\\rm cell}$ [pix]')\n",
+    "    _ = plt.ylabel('Objects / 10 pix')\n",
+    "    return plt.gcf()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bd0b8741-79a6-4c46-83fc-74705551d03e",
+   "id": "b870f204-875a-4b1e-854b-371c778569eb",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "_ = plot_missing_v_snr(missing_1)"
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9d28165f-f064-420a-a95e-c056bfadf984",
+   "id": "f7248660-e6e5-40a3-9bd5-587970563e1c",
    "metadata": {},
    "outputs": [],
    "source": [
-    "missing_3_217"
+    "_ = plot_missing_v_snr(missing_2)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "286c7ef1-b478-4cfa-8244-cf244f755a8c",
+   "id": "bacd8ba0-2bba-4e51-bed3-deb694f92e2d",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "_ = plot_missing_v_snr(missing_3)"
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d306816f-5f04-46fb-a7be-c35c27b5a959",
+   "id": "e97e371e-8d43-4c94-9928-dee44e36620e",
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.scatter(missing_1.ra, missing_1.dec, s=1)\n",
-    "_ = plt.scatter(missing_4.ra, missing_4.dec, s=1)"
+    "_ = plot_missing_v_snr(missing_4)"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "0809bb22-b2c9-4e37-a66b-a7dd25e218e6",
+   "cell_type": "markdown",
+   "id": "369ffa07-82f6-4218-bd88-9369815e5550",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "_ = plt.hist2d(3600*(good_sub.ra-good_sub.ra_1), 3600*(good_sub.dec-good_sub.dec_1),\n",
-    "               bins=(np.linspace(-0.4, 0.4, 81), np.linspace(-0.4, 0.4, 81)), norm='log')"
+    "#### Combined catalogs"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a2c389f2-f90d-4a55-b336-b389c37bb1bc",
+   "id": "14807fec-6478-4b81-a65d-9e6f2c908a05",
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.hist((bad_sub.x_cent-75)**2 + (bad_sub.y_cent-75)**2, bins=np.linspace(-5, 2*75*75, 16))"
+    "the_hist, the_edges = np.histogram(shear_rubin_ns.x_cell_coadd, bins=np.linspace(0, 150, 16))\n",
+    "the_hist += np.histogram(shear_rubin_1m.x_cell_coadd, bins=np.linspace(0, 150, 16))[0]\n",
+    "the_hist += np.histogram(shear_rubin_1p.x_cell_coadd, bins=np.linspace(0, 150, 16))[0]\n",
+    "the_hist += np.histogram(shear_rubin_2m.x_cell_coadd, bins=np.linspace(0, 150, 16))[0]\n",
+    "the_hist += np.histogram(shear_rubin_2p.x_cell_coadd, bins=np.linspace(0, 150, 16))[0]\n",
+    "_ = plt.stairs(the_hist, the_edges)\n",
+    "_ = plt.xlabel(r'$x_{\\rm cell}$ [pix]')\n",
+    "_ = plt.ylabel('Objects / 10 pix')"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "4fb0e7e9-a52e-43f8-b383-6896ef11b858",
+   "cell_type": "markdown",
+   "id": "af12a65c-dd6a-4cff-8ffa-489ead7723d1",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "#_ = plt.hist(joined_shear_obj.x_cent, bins=np.linspace(5, 145, 15))\n",
-    "_ = plt.hist(missing_1.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='missing 1')\n",
-    "_ = plt.hist(missing_2.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='missing 2')\n",
-    "_ = plt.hist(missing_3.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='missing 3')\n",
-    "_ = plt.hist(missing_4.x_cent, bins=np.linspace(5, 145, 15), alpha=0.2, label='missing 4')\n",
-    "#_ = plt.yscale('log')\n",
-    "_ = plt.legend()"
+    "#### How much is the (undesheard) 1m source offset w.r.t. the object centroid"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b870f204-875a-4b1e-854b-371c778569eb",
-   "metadata": {},
+   "id": "0809bb22-b2c9-4e37-a66b-a7dd25e218e6",
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    }
+   },
    "outputs": [],
-   "source": []
+   "source": [
+    "_ = plt.hist2d(3600*(good_sub.ra-good_sub.ra_1), 3600*(good_sub.dec-good_sub.dec_1),\n",
+    "               bins=(np.linspace(-0.4, 0.4, 81), np.linspace(-0.4, 0.4, 81)), norm='log')\n",
+    "_ = plt.xlabel(r'$RA_{\\rm obj} - RA_{\\rm 1m}$ [\"]')\n",
+    "_ = plt.ylabel(r'$RA_{\\rm obj} - RA_{\\rm 1m}$ [\"]')"
+   ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "14807fec-6478-4b81-a65d-9e6f2c908a05",
+   "cell_type": "markdown",
+   "id": "8571d58a-7f94-4698-bf41-93ec26e0cfa4",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "the_hist, the_edges = np.histogram(shear_rubin_ns.x_cell_coadd, bins=np.linspace(0, 150, 16))\n",
-    "the_hist += np.histogram(shear_rubin_1m.x_cell_coadd, bins=np.linspace(0, 150, 16))[0]\n",
-    "the_hist += np.histogram(shear_rubin_1p.x_cell_coadd, bins=np.linspace(0, 150, 16))[0]\n",
-    "the_hist += np.histogram(shear_rubin_2m.x_cell_coadd, bins=np.linspace(0, 150, 16))[0]\n",
-    "the_hist += np.histogram(shear_rubin_2p.x_cell_coadd, bins=np.linspace(0, 150, 16))[0]\n",
-    "_ = plt.stairs(the_hist, the_edges)"
+    "#### How much is desheared position offset w.r.t. to the object centroid"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "85d437ae-43fa-4647-8712-fb8a47510bba",
+   "id": "5bd9dc87-c99c-46e8-9aa1-64727f33817b",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "_ = plt.hist2d(good_sub.x_pix-good_sub.x_pix_0, good_sub.y_pix-good_sub.y_pix_0,\n",
+    "               bins=(np.linspace(-4.0, 4.0, 81), np.linspace(-4.0, 4.0, 81)), norm='log')\n",
+    "_ = plt.xlabel(r'$x_{\\rm obj} - x_{\\rm ns}$ [pix]')\n",
+    "_ = plt.ylabel(r'$y_{\\rm obj} - y_{\\rm ns}$ [pix]')"
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "74298cfe-9bbb-43b5-ab78-87180ab989f2",
+   "id": "7b9f2c93-be75-468e-94b9-f41c94db7683",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -460,71 +579,61 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dd51076f-5ca8-4558-bd50-d3ed747e2ea2",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "_ = plt.hist(good_sub.x_cent, bins=np.linspace(-5, 155, 161))\n",
-    "_ = plt.hist(bad_sub.x_cent, bins=np.linspace(-5, 155, 161))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "33fb39e8-ff21-4bd8-b3e6-a9d5d50bc433",
+   "id": "0c0e7ee8-34f2-40c6-b154-524758a784a1",
    "metadata": {},
    "outputs": [],
    "source": [
-    "bad_sub_single_mask = bad_sub.n_sib_objects == 1"
+    "_ = plt.hist2d(good_sub.x_pix-good_sub.x_pix_1, good_sub.y_pix-good_sub.y_pix_1,\n",
+    "               bins=(np.linspace(-4.0, 4.0, 81), np.linspace(-4.0, 4.0, 81)), norm='log')\n",
+    "_ = plt.xlabel(r'$x_{\\rm obj} - x_{\\rm 1m}$ [pix]')\n",
+    "_ = plt.ylabel(r'$y_{\\rm obj} - y_{\\rm 1m}$ [pix]')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b700b851-9096-4416-9ee9-34d5761b9fee",
+   "id": "3e076b70-8301-4df8-a7f4-8bf6d69c3a79",
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.hist(bad_sub.x_cent[bad_sub_single_mask], bins=np.linspace(-5, 155, 161))\n",
-    "_ = plt.hist(bad_sub.x_cent[~bad_sub_single_mask], bins=np.linspace(-5, 155, 161))"
+    "missing_2_217 = missing_2[missing_2.cell_idx == 217]\n",
+    "missing_3_217 = missing_3[missing_3.cell_idx == 217]"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "66f405e8-df31-4186-94b5-c5917c785474",
+   "id": "b49898f4-b532-4661-a065-eee3c252bccb",
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.hist(good_sub.y_cent, bins=np.linspace(-5, 15, 161))\n",
-    "_ = plt.hist(bad_sub.y_cent, bins=np.linspace(-5, 15, 161))"
+    "joined_shear_obj[joined_shear_obj.cell_idx == 217]"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "02218696-2595-4ceb-8c2b-c28ab3e02fc5",
+   "id": "b2e027b8-2a02-4065-9a7c-a6ac7ef40172",
    "metadata": {},
    "outputs": [],
    "source": [
-    "_ = plt.hist2d(good_sub.x_pix-good_sub.x_pix_0, good_sub.y_pix-good_sub.y_pix_0,\n",
-    "               bins=(np.linspace(-4.0, 4.0, 81), np.linspace(-4.0, 4.0, 81)), norm='log')"
+    "missing_2_217"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8f3c6afe-be71-4f5a-aa7d-0065766faf2d",
+   "id": "9d28165f-f064-420a-a95e-c056bfadf984",
    "metadata": {},
    "outputs": [],
    "source": [
-    "good_sub.x_cent-good_sub.x_cell_coadd_0"
+    "missing_3_217"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0798481b-ee26-458d-b58f-e4d54f04b6dc",
+   "id": "002ccfb8-5023-48ec-8f5c-80395e44467b",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -532,7 +641,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "002ccfb8-5023-48ec-8f5c-80395e44467b",
+   "id": "3cbfbdb2-4f6d-47a9-9ecf-e54b0a85b4b6",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/examples/rubin_dp2/Demo.ipynb b/examples/rubin_dp2/Demo.ipynb
new file mode 100644
index 0000000..c132631
--- /dev/null
+++ b/examples/rubin_dp2/Demo.ipynb
@@ -0,0 +1,489 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "eddcef65-2294-4885-98ac-cd6e3c612b46",
+   "metadata": {},
+   "source": [
+    "# Imports"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e36e73ae-3198-4fe8-8ec2-b881807dec16",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Standard imports\n",
+    "import tables_io\n",
+    "import hpmcm\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "from astropy.io import fits\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a4e213a5-5773-4c1d-9cad-7032d4cc033b",
+   "metadata": {},
+   "source": [
+    "# setup for one tract"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d3ef6ece-7494-4903-a26f-7854ea9e814e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Set the tract\n",
+    "tract = 8006\n",
+    "# This will need to change with tract\n",
+    "ref_dir=(340.5000000000, -9.6694214876)\n",
+    "our_geom = hpmcm.shear_utils.ShearCellGeometry(\n",
+    "    ref_dir=ref_dir,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e58a6e99-f229-4ac4-836f-806aa7c2f41a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test_only = True\n",
+    "\n",
+    "rubin_shear_match_files = [\n",
+    "    f'{tract}/shear_object_reduced_uncleaned_{tract}_ns.parq',\n",
+    "    f'{tract}/shear_object_reduced_uncleaned_{tract}_1m.parq',\n",
+    "    f'{tract}/shear_object_reduced_uncleaned_{tract}_1p.parq',\n",
+    "    f'{tract}/shear_object_reduced_uncleaned_{tract}_2m.parq',\n",
+    "    f'{tract}/shear_object_reduced_uncleaned_{tract}_2p.parq',    \n",
+    "]\n",
+    "rubin_shear_match_ids = list(range(len(rubin_shear_match_files)))\n",
+    "\n",
+    "all_files = [\n",
+    "    f'{tract}/object_reduced_{tract}.parq',\n",
+    "    f'{tract}/anacal_reduced_{tract}.parq',\n",
+    "    f'{tract}/desc_md_match_object_joined.pq',\n",
+    "    f'{tract}/rubin_md_match_object_joined.pq',\n",
+    "]\n",
+    "all_ids = list(range(len(all_files)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "02516cc1-97df-4b2d-9de5-2d5afb1f8c69",
+   "metadata": {},
+   "source": [
+    "### Get the coadd for one cell"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dbad7e58-145f-46d9-a4a4-9ef98d2b21c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "file_template = \"8006_deep_coadd/deep_coadd_8006_{patch}_i_lsst_cells_v2_LSSTCam_runs_DRP_DP2_v30_0_8_DM-55060_stage3_20260609T040412Z.fits\"\n",
+    "def get_patch_coadd(patch_x, patch_y):\n",
+    "    patch_id = int(10*patch_y + patch_x)\n",
+    "    fname = file_template.format(patch=patch_id)\n",
+    "    coadd = fits.open(fname)\n",
+    "    fits_image = coadd[1]\n",
+    "    corner = (fits_image.header['CRVAL1A'], fits_image.header['CRVAL2A'])\n",
+    "    patch_size = (fits_image.header['NAXIS1'], fits_image.header['NAXIS2'])\n",
+    "    extent = (corner[0], corner[0] + patch_size[0], corner[1], corner[1] + patch_size[1]) \n",
+    "    return coadd[1], extent\n",
+    "\n",
+    "def get_cell_from_patch(patch_coadd, patch_extent, cell_id_x, cell_id_y, buffer=25):\n",
+    "    offset_x = cell_id_x * 150\n",
+    "    offset_y = cell_id_y * 150\n",
+    "    low_corner_x = offset_x - buffer\n",
+    "    low_corner_y = offset_y - buffer\n",
+    "    hi_corner_x = low_corner_x + 150 + 2*buffer\n",
+    "    hi_corner_y = low_corner_y + 150 + 2*buffer\n",
+    "    extent = (low_corner_x, hi_corner_x, low_corner_y, hi_corner_y)\n",
+    "    global_extent = (\n",
+    "        extent[0]+ patch_extent[0], \n",
+    "        extent[1]+ patch_extent[0],                 \n",
+    "        extent[2]+ patch_extent[2], \n",
+    "        extent[3]+ patch_extent[2],         \n",
+    "    )        \n",
+    "    return patch_coadd.data[low_corner_y:hi_corner_y, low_corner_x:hi_corner_x], global_extent\n",
+    "\n",
+    "def get_cell_coadd(cell_id):    \n",
+    "    cell_global_x = cell_id//201\n",
+    "    cell_global_y = cell_id%201\n",
+    "    patch_idx_x = (cell_global_x -1) // 20\n",
+    "    patch_idx_y = (cell_global_y -1) // 20\n",
+    "    cell_idx_x = (cell_global_x - 1) % 20 + 1\n",
+    "    cell_idx_y = (cell_global_y - 1) % 20 + 1\n",
+    "    patch_coadd, patch_extent = get_patch_coadd(patch_idx_x, patch_idx_y)\n",
+    "    cell_coadd, cell_extent = get_cell_from_patch(patch_coadd, patch_extent, cell_idx_x, cell_idx_y)\n",
+    "    return cell_coadd, cell_extent, (cell_global_x, cell_global_y, patch_idx_x, patch_idx_y, cell_idx_x, cell_idx_y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c3846bc5-5a63-4d55-a2c7-8f492edf03e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cc, extent, ids = get_cell_coadd(20200)\n",
+    "\n",
+    "_ = plt.imshow(cc.data, norm='log', cmap='gray_r', origin='lower', vmin=1, vmax=1e3, extent=extent)\n",
+    "_ = plt.colorbar()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e8bad6fe-6cb5-4c85-9c3f-0d4f3ebe159e",
+   "metadata": {},
+   "source": [
+    "## Run the matching for shear object catalogs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6992b815-f6a1-419e-96be-623877cb000a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rubin_shear_match = hpmcm.shear_match.ShearMatch.createShearMatch(\n",
+    "    geometry=our_geom,\n",
+    "    pixel_match_scale=2,\n",
+    "    pixel_r2_cut=16,\n",
+    "    deshear=-0.01,\n",
+    "    shear_names=['ns', '1m', '1p', '2m', '2p'],        \n",
+    ")\n",
+    "rubin_shear_match.reduceData(rubin_shear_match_files, rubin_shear_match_ids)\n",
+    "if test_only:\n",
+    "    rubin_shear_match.analysisLoop(range(100, 101), range(100, 101))\n",
+    "else:\n",
+    "    rubin_shear_match.analysisLoop()\n",
+    "rubin_stats = rubin_shear_match.extractStats()\n",
+    "rubin_stats.update(**rubin_shear_match.extractShearStats())\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "75b77a98-9359-4841-8db7-a5fa851eb1b9",
+   "metadata": {},
+   "source": [
+    "### Grab the results for one cell"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f63d1953-8bf9-4bc1-9e64-b42a65f0abc5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cell_data = rubin_shear_match.cell_dict[20200]\n",
+    "extent = (\n",
+    "    cell_data.corner[0],\n",
+    "    cell_data.corner[0]+cell_data.size[0], \n",
+    "    cell_data.corner[1],\n",
+    "    cell_data.corner[1]+cell_data.size[1], \n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4b895bae-34e2-4e86-882f-5096373ad120",
+   "metadata": {},
+   "source": [
+    "#### Show the source maps"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "67943f54-44f2-42f5-8b72-2c8844cfe134",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "markers = ['x', '<', '>', '^', 'v']\n",
+    "for marker, cat in zip(markers, cell_data.data):\n",
+    "    _ = plt.scatter(cat.x_pix, cat.y_pix, marker=marker, s=5)\n",
+    "_ = plt.xlim(cell_data.corner[0], cell_data.corner[0]+cell_data.size[0])\n",
+    "_ = plt.ylim(cell_data.corner[1], cell_data.corner[1]+cell_data.size[1])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ea1cfb69-63a7-408a-8dce-cc74000d1c4c",
+   "metadata": {},
+   "source": [
+    "### show the source counts map and the associated cluster table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8ac2a44b-7628-477e-bb59-0763e0f77bdf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.imshow(cell_data.countsMap().T, origin='lower', extent=extent, cmap='gray_r')\n",
+    "_ = plt.colorbar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "138b0e19-fcef-4dbf-a9b7-bdcc63a58fee",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rubin_stats['cluster_stats']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b1fa9ab-9977-4bfa-b835-ce0df4b3f753",
+   "metadata": {},
+   "source": [
+    "#### Show the clusters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7bf11f3a-730c-4294-a5ca-73774798c9f8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cluster_id = list(cell_data.cluster_dict.keys())[4]\n",
+    "cluster_data = cell_data.cluster_dict[cluster_id]\n",
+    "img = cell_data.countsMap()\n",
+    "_ = hpmcm.viz_utils.showCluster(\n",
+    "    img,\n",
+    "    cluster_data,\n",
+    "    cell_data,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "45352f95-8ab3-46f2-9ca1-0fcd8779673e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shear_rubin_obj_stats = rubin_stats['object_stats']\n",
+    "shear_rubin_obj_assoc = rubin_stats['object_assoc']\n",
+    "joined_shear_obj_full = hpmcm.output_tables.buildJoinedObjectTable(\n",
+    "    shear_rubin_obj_stats,\n",
+    "    shear_rubin_obj_assoc,\n",
+    "    rubin_shear_match_files,\n",
+    "    rubin_shear_match_ids,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2ca562a5-a7cb-4b6b-9fe6-83575b97ea8c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "joined_shear_obj_full"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "db1a5b41-34d7-4cda-a6a9-bfb131fd317e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cell = joined_shear_obj_full.cell_idx_x_0 + joined_shear_obj_full.cell_idx_y_0*201\n",
+    "cc, extent, ids = get_cell_coadd(cell[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9b7171d8-5422-471c-8b93-21e087b6c7c8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cell"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "271fee43-38e8-41db-a1be-ed28f061ed81",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.imshow(cc.data, norm='log', cmap='gray_r', origin='lower', vmin=1, vmax=1e3, extent=extent)\n",
+    "_ = plt.colorbar()\n",
+    "\n",
+    "markers = ['x', '<', '>', '^', 'v']\n",
+    "for marker, cat in zip(markers, cell_data.data):\n",
+    "    _ = plt.scatter(cat.x_pix, cat.y_pix, marker=marker, s=10)\n",
+    "_ = plt.xlim(extent[0], extent[1])\n",
+    "_ = plt.ylim(extent[2], extent[3])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1f5490c2-c87d-475b-bc65-f2775c530e4e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pixel_scale = 0.2\n",
+    "n_pix_region = 30000\n",
+    "cell_size = 150\n",
+    "region_size_deg = n_pix_region*pixel_scale/3600\n",
+    "wcs_match = hpmcm.WcsMatch.create(\n",
+    "    ref_dir=ref_dir,\n",
+    "    region_size=(region_size_deg, region_size_deg),\n",
+    "    pixel_size=pixel_scale/3600,\n",
+    "    cell_size=cell_size,\n",
+    "    cell_buffer=5,\n",
+    "    cell_max_object=10000,\n",
+    "    pixel_match_scale=4,\n",
+    "    pixel_r2_cut=16,                \n",
+    ")\n",
+    "    \n",
+    "wcs_match.reduceData(all_files, all_ids)\n",
+    "if test_only:\n",
+    "    wcs_match.analysisLoop(range(100, 101), range(100, 101))\n",
+    "else:\n",
+    "    wcs_match.analysisLoop()\n",
+    "stats = wcs_match.extractStats()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9a521850-2ecd-4c82-aee3-1f47c6738cb0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cell_data_obj = wcs_match.cell_dict[20200]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "51e75349-28cd-4246-bdec-b6df336972f8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = plt.imshow(cc.data, norm='log', cmap='gray_r', origin='lower', vmin=1, vmax=1e3, extent=extent)\n",
+    "_ = plt.colorbar()\n",
+    "\n",
+    "markers = ['.', 'o', '+', 'x']\n",
+    "for marker, cat in zip(markers, cell_data_obj.data):\n",
+    "    _ = plt.scatter(cat.x_pix, cat.y_pix, marker=marker)\n",
+    "_ = plt.xlim(extent[0], extent[1])\n",
+    "_ = plt.ylim(extent[2], extent[3])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2d5ad129-7658-497c-ad84-a1f35696b071",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shear_rubin_in = tables_io.read(f'{tract}/shear_object_{tract}.parq')\n",
+    "shear_rubin_ns = tables_io.read(f'{tract}/shear_object_reduced_uncleaned_{tract}_ns.parq')\n",
+    "shear_rubin_1m = tables_io.read(f'{tract}/shear_object_reduced_uncleaned_{tract}_1m.parq')\n",
+    "shear_rubin_1p = tables_io.read(f'{tract}/shear_object_reduced_uncleaned_{tract}_1p.parq')\n",
+    "shear_rubin_2m = tables_io.read(f'{tract}/shear_object_reduced_uncleaned_{tract}_2m.parq')\n",
+    "shear_rubin_2p = tables_io.read(f'{tract}/shear_object_reduced_uncleaned_{tract}_2p.parq')    \n",
+    "shear_rubin_obj_stats = tables_io.read(f'{tract}/rubin_md_match_object_stats.pq')\n",
+    "shear_rubin_obj_assoc = tables_io.read(f'{tract}/rubin_md_match_object_assoc.pq')\n",
+    "input_files = [\n",
+    "    f'{tract}/shear_object_reduced_uncleaned_{tract}_ns.parq',\n",
+    "    f'{tract}/shear_object_reduced_uncleaned_{tract}_1m.parq',\n",
+    "    f'{tract}/shear_object_reduced_uncleaned_{tract}_1p.parq',\n",
+    "    f'{tract}/shear_object_reduced_uncleaned_{tract}_2m.parq',\n",
+    "    f'{tract}/shear_object_reduced_uncleaned_{tract}_2p.parq',\n",
+    "]    \n",
+    "catalog_ids = [0, 1, 2, 3, 4]\n",
+    "joined_shear_obj_full = hpmcm.output_tables.buildJoinedObjectTable(\n",
+    "    shear_rubin_obj_stats,\n",
+    "    shear_rubin_obj_assoc,\n",
+    "    input_files,\n",
+    "    catalog_ids,\n",
+    ")\n",
+    "cell = 7066\n",
+    "\n",
+    "joined_shear_obj_cell = joined_shear_obj_full[joined_shear_obj_full.cell_idx == cell]\n",
+    "good_mask = joined_shear_obj_cell.catalog_mask == 31\n",
+    "bad_mask = joined_shear_obj_cell.catalog_mask != 31\n",
+    "\n",
+    "joined_shear_obj_cell_good = joined_shear_obj_cell[good_mask]\n",
+    "joined_shear_obj_cell_bad = joined_shear_obj_cell[bad_mask]\n",
+    "cc, extent, ids = get_cell_coadd(cell)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "58dbb330-f2c3-4ae1-a223-d9f89c49135d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "_ = plt.imshow(cc.data, norm='log', cmap='gray_r', origin='lower', vmin=1, vmax=1e3, extent=extent)\n",
+    "_ = plt.colorbar()\n",
+    "_ = plt.scatter(joined_shear_obj_cell_good.x_pix, joined_shear_obj_cell_good.y_pix)\n",
+    "_ = plt.scatter(joined_shear_obj_cell_bad.x_pix, joined_shear_obj_cell_bad.y_pix)\n",
+    "_ = plt.xlim(extent[0], extent[1])\n",
+    "_ = plt.ylim(extent[2], extent[3])\n",
+    "#_ = plt.scatter(shear_rubin_ns.x_pix, shear_rubin_ns.y_pix, marker='+')\n",
+    "#_ = plt.scatter(shear_rubin_1m.x_pix, shear_rubin_1m.y_pix, marker='<')\n",
+    "#_ = plt.scatter(shear_rubin_1p.x_pix, shear_rubin_1p.y_pix, marker='>')\n",
+    "#_ = plt.scatter(shear_rubin_2m.x_pix, shear_rubin_2m.y_pix, marker='^')\n",
+    "#_ = plt.scatter(shear_rubin_2m.x_pix, shear_rubin_2m.y_pix, marker='v')\n",
+    "_ = plt.scatter(shear_rubin_in.x, shear_rubin_in.y, marker='+')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c2c5e029-5bdb-4ab4-9640-8b5b282e50b8",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/examples/rubin_dp2/StudyRubinShearMatch.ipynb b/examples/rubin_dp2/StudyRubinShearMatch.ipynb
index d8bba39..1f792cd 100644
--- a/examples/rubin_dp2/StudyRubinShearMatch.ipynb
+++ b/examples/rubin_dp2/StudyRubinShearMatch.ipynb
@@ -198,14 +198,6 @@
    "metadata": {},
    "outputs": [],
    "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d44b9009-15b3-4de4-96e5-94761fcddb0f",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/examples/rubin_dp2/VizMatches.ipynb b/examples/rubin_dp2/VizMatches.ipynb
index 394ec74..2e50d48 100644
--- a/examples/rubin_dp2/VizMatches.ipynb
+++ b/examples/rubin_dp2/VizMatches.ipynb
@@ -3,8 +3,12 @@
   {
    "cell_type": "markdown",
    "id": "580bf251",
-   "source": "# Visualize matches\n\nLoads saved match objects and displays cluster footprints and source positions using the built-in visualization utilities.",
-   "metadata": {}
+   "metadata": {},
+   "source": [
+    "# Visualize matches\n",
+    "\n",
+    "Loads saved match objects and displays cluster footprints and source positions using the built-in visualization utilities."
+   ]
   },
   {
    "cell_type": "code",
@@ -12,21 +16,31 @@
    "id": "fd06f0e5-b79f-41bf-ac0a-77f6ba4ac6fb",
    "metadata": {},
    "outputs": [],
-   "source": "# Standard imports\nimport tables_io\nimport hpmcm\nimport matplotlib.pyplot as plt\nimport numpy as np"
+   "source": [
+    "# Standard imports\n",
+    "import tables_io\n",
+    "import hpmcm\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np"
+   ]
   },
   {
    "cell_type": "markdown",
    "id": "c2221fae",
-   "source": "## Configuration",
-   "metadata": {}
+   "metadata": {},
+   "source": [
+    "## Configuration"
+   ]
   },
   {
    "cell_type": "code",
+   "execution_count": null,
    "id": "4b02954e",
-   "source": "tract = 8006",
    "metadata": {},
-   "execution_count": null,
-   "outputs": []
+   "outputs": [],
+   "source": [
+    "tract = 8006"
+   ]
   },
   {
    "cell_type": "code",
@@ -34,7 +48,14 @@
    "id": "63938c5e-0a69-447a-9357-7cfd74aea22b",
    "metadata": {},
    "outputs": [],
-   "source": "# Load saved Rubin shear match\nrubin_shear_match = hpmcm.shear_match.ShearMatch.load(\n    f\"{tract}/rubin_md_match\",\n    (100, 101), \n    (100, 101),\n)"
+   "source": [
+    "# Load saved Rubin shear match\n",
+    "rubin_shear_match = hpmcm.shear_match.ShearMatch.load(\n",
+    "    f\"{tract}/rubin_md_match\",\n",
+    "    (100, 101), \n",
+    "    (100, 101),\n",
+    ")"
+   ]
   },
   {
    "cell_type": "code",
@@ -42,7 +63,18 @@
    "id": "a4f422af-9a29-49f1-9b1c-250021d6c763",
    "metadata": {},
    "outputs": [],
-   "source": "# Display a cluster from the Rubin shear match\ncell_data = rubin_shear_match.cell_dict[20200]\ncluster_id = list(cell_data.cluster_dict.keys())[0]\ncluster_data = cell_data.cluster_dict[cluster_id]\nimg = cell_data.countsMap()\n_ = hpmcm.viz_utils.showCluster(\n    img,\n    cluster_data,\n    cell_data,\n)"
+   "source": [
+    "# Display a cluster from the Rubin shear match\n",
+    "cell_data = rubin_shear_match.cell_dict[20200]\n",
+    "cluster_id = list(cell_data.cluster_dict.keys())[0]\n",
+    "cluster_data = cell_data.cluster_dict[cluster_id]\n",
+    "img = cell_data.countsMap()\n",
+    "_ = hpmcm.viz_utils.showCluster(\n",
+    "    img,\n",
+    "    cluster_data,\n",
+    "    cell_data,\n",
+    ")"
+   ]
   },
   {
    "cell_type": "code",
@@ -50,7 +82,14 @@
    "id": "283bc883-3fa3-4066-a98a-a8f76f1cb173",
    "metadata": {},
    "outputs": [],
-   "source": "# Load saved DESC shear match\ndesc_shear_match = hpmcm.shear_match.ShearMatch.load(\n    f\"{tract}/desc_md_match\",\n    (100, 101), \n    (100, 101),\n)"
+   "source": [
+    "# Load saved DESC shear match\n",
+    "desc_shear_match = hpmcm.shear_match.ShearMatch.load(\n",
+    "    f\"{tract}/desc_md_match\",\n",
+    "    (100, 101), \n",
+    "    (100, 101),\n",
+    ")"
+   ]
   },
   {
    "cell_type": "code",
@@ -58,7 +97,18 @@
    "id": "88daa9d6-6c97-4796-a05d-fa0fb678ce1d",
    "metadata": {},
    "outputs": [],
-   "source": "# Display a cluster from the DESC shear match\ncell_data = desc_shear_match.cell_dict[20200]\ncluster_id = list(cell_data.cluster_dict.keys())[4]\ncluster_data = cell_data.cluster_dict[cluster_id]\nimg = cell_data.countsMap()\n_ = hpmcm.viz_utils.showCluster(\n    img,\n    cluster_data,\n    cell_data,\n)"
+   "source": [
+    "# Display a cluster from the DESC shear match\n",
+    "cell_data = desc_shear_match.cell_dict[20200]\n",
+    "cluster_id = list(cell_data.cluster_dict.keys())[4]\n",
+    "cluster_data = cell_data.cluster_dict[cluster_id]\n",
+    "img = cell_data.countsMap()\n",
+    "_ = hpmcm.viz_utils.showCluster(\n",
+    "    img,\n",
+    "    cluster_data,\n",
+    "    cell_data,\n",
+    ")"
+   ]
   },
   {
    "cell_type": "code",
@@ -66,7 +116,14 @@
    "id": "848b7d70-bd4f-45dd-ab48-56e119b99ef3",
    "metadata": {},
    "outputs": [],
-   "source": "# Load saved WCS object match\nwcs_match = hpmcm.wcs_match.WcsMatch.load(\n    f\"{tract}/all_match\",\n    (100, 101), \n    (100, 101),\n)"
+   "source": [
+    "# Load saved WCS object match\n",
+    "wcs_match = hpmcm.wcs_match.WcsMatch.load(\n",
+    "    f\"{tract}/all_match\",\n",
+    "    (100, 101), \n",
+    "    (100, 101),\n",
+    ")"
+   ]
   },
   {
    "cell_type": "code",
@@ -74,7 +131,18 @@
    "id": "609f9ba7-aad2-456f-aa39-201b380be50e",
    "metadata": {},
    "outputs": [],
-   "source": "# Display a cluster from the object match\ncell_data = wcs_match.cell_dict[20200]\ncluster_id = list(cell_data.cluster_dict.keys())[0]\ncluster_data = cell_data.cluster_dict[cluster_id]\nimg = cell_data.countsMap()\n_ = hpmcm.viz_utils.showCluster(\n    img,\n    cluster_data,\n    cell_data,\n)"
+   "source": [
+    "# Display a cluster from the object match\n",
+    "cell_data = wcs_match.cell_dict[20200]\n",
+    "cluster_id = list(cell_data.cluster_dict.keys())[0]\n",
+    "cluster_data = cell_data.cluster_dict[cluster_id]\n",
+    "img = cell_data.countsMap()\n",
+    "_ = hpmcm.viz_utils.showCluster(\n",
+    "    img,\n",
+    "    cluster_data,\n",
+    "    cell_data,\n",
+    ")"
+   ]
   }
  ],
  "metadata": {
@@ -98,4 +166,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
\ No newline at end of file
+}