diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..abc36de --- /dev/null +++ b/Dockerfile @@ -0,0 +1,7 @@ +# Docker-based environment for regenerating notebooks deterministically; see `regenerate.sh` +FROM python:3.11.8 +RUN apt-get update -y \ + && apt-get install -y graphviz \ + && pip install anndata dask graphviz jupyter juq.py papermill 'zarr<3' +WORKDIR src +ENTRYPOINT [ "juq", "papermill", "run", "-iI" ] diff --git a/anndata_dask_array.ipynb b/anndata_dask_array.ipynb index 7a7c352..7e8cf53 100644 --- a/anndata_dask_array.ipynb +++ b/anndata_dask_array.ipynb @@ -21,9 +21,9 @@ "id": "cb9b747f-4384-4b16-8f4f-806edfdc0b06", "metadata": {}, "source": [ - "## Initalizing\n", + "## Initializing\n", "\n", - "First let's do our imports and initalize adata objects with the help of the `adata_with_dask` function defined below." + "First let's do our imports and initialize adata objects with the help of the `adata_with_dask` function defined below." ] }, { @@ -49,10 +49,12 @@ "metadata": {}, "outputs": [], "source": [ + "random_state = da.random.RandomState(1234)\n", + "np.random.seed(1234)\n", + "\n", "def adata_with_dask(M, N):\n", " adata_dict = {}\n", - " adata_dict[\"X\"] = da.random.random((M, N))\n", - " adata_dict[\"dtype\"] = np.float64\n", + " adata_dict[\"X\"] = random_state.random((M, N))\n", " adata_dict[\"obsm\"] = dict(\n", " a=da.random.random((M, 100)),\n", " )\n", @@ -74,17 +76,14 @@ "id": "bc83fbb8-ab85-40d5-81b9-c85099b1bc97", "metadata": {}, "source": [ - "Here is how our adata looks like" + "Creating and inspecting a Dask-backed AnnData:" ] }, { "cell_type": "code", "execution_count": 3, "id": "769ecca2", - "metadata": { - "scrolled": true, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -101,20 +100,18 @@ } ], "source": [ - "adata = adata_with_dask(8192,8192)\n", + "adata = adata_with_dask(8192, 8192)\n", "adata" ] }, { "cell_type": "markdown", "id": "621729a6", - "metadata": { - "tags": [] - }, + "metadata": {}, "source": [ "## Representation of Dask Arrays\n", "\n", - "Dask arrays consists of chunks that can be distributed in clusters. In the figure below, each small square represents a chunk that form a dask array. In principle these some of these chunks could be in different machines (clusters)." + "[Dask arrays](https://docs.dask.org/en/stable/array.html) consist of \"chunks,\" which are computed lazily, and can be distributed across machines. In the figure below, each small square represents a chunk of the overall Dask array:" ] }, { @@ -283,7 +280,7 @@ "metadata": {}, "source": [ "## The Computation Graph\n", - "The graph layer in the `Count` row refers to the layer of the computation graph of the chunks, i.e. which operations are applied to them. We have this because the operations done on Dask arrays aren't computed instantly. This way, Dask array can optimize the queries we issued to it. It also won't keep our resources occupied for the results we expect later. Below is a representation of the chunks we initially created." + "Operations on Dask arrays aren't performed instantly. Instead, a computation graph is built, which Dask can later optimize before executing. This also means Dask doesn't occupy resources for results we expect later. Below is a representation of the chunks we initially created." ] }, { @@ -294,7 +291,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ "" ] @@ -393,7 +390,7 @@ } ], "source": [ - "xsum = adata.X.sum(axis=1) # do a sum on axis=1\n", + "xsum = adata.X.sum(axis=1) # Sum each row of the array\n", "xsum" ] }, @@ -402,7 +399,7 @@ "id": "65dd581f-587d-4ebf-958b-49624c26b1b5", "metadata": {}, "source": [ - "Note that this computation isn't necessarily done yet, but rather saved to actually run it later. If we investigate the computation graph of this result, we can see that for this operation some chunks aren't dependent on each other. This might give a hint to the Dask framework to store the chunks that depend on each other to the same cluster. For this simple exercise, all the chunks can be stored in one machine, but when it is impossible to store all the chunks into one machine this will come in handy." + "Note that this computation hasn't been performed yet, but was saved, to run later. Investigating the computation graph, we see that some chunks aren't dependent on others. This allows Dask to parallelize computations, and store chunks that depend on each other on the same machine. For this simple exercise, all chunks are stored on one machine, but this is especially useful with larger data, where that is impossible." ] }, { @@ -413,7 +410,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ "" ] @@ -432,7 +429,7 @@ "id": "c1430611-6914-449c-a474-c3fab9eaaaee", "metadata": {}, "source": [ - "But coming back to our anndata tutorial we will see that nothing changed in our adata." + "Despite creating the graph above, nothing has changed with our original anndata:" ] }, { @@ -443,7 +440,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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IiIiIiIioCodkIiIiIiIioiockomIiIiIiIiqcEgmIiIiIiIiqsIhmYiIiIiIiKgKh2QiIiIiIiKiKhySiYiIiIiIiKpwSCYiIiIiIiKqwiGZiIiIiIiIqIqF7AD0ePn5+Q+8VVRUoLS0FCUlJQCAX375BQqFAv/3f/8HKysrAEDTpk0BAI0bN0bz5s3RvHlzODg4VN9sbGyk/b2ITNWdO3eQn5+PvLw85OXlVdf0nTt3oFKpcPPmTQDAzZs3YWdnh/DwcOzduxcA0KhRI1haWqJBgwY1avlefdvZ2cn8qxGZpPLy8vv20Xl5eSgoKAAA3Lp1C0qlEkqlEr/++itu3ryJ+fPnAwCsrKxga2sLMzOzGjX955u5ubnMvx6RSWL/bdoUQgghO4SpKy8vx5kzZ3DmzBlkZWUhOzu7+paTk4OysrIaz2/YsCEcHBxgaWkJGxsbNGjQAMDdQrSwsEBRUREqKioAAIWFhRBC4Pbt28jLy8Nff90tWrSAk5NTjZuLiwvc3d3RsmVL3bwAREYoOzsbp0+fxsWLF++r68LCwhrPtbCwgIODA2xtbWFhYYHGjRsDAKytrdGwYUOUlZWhuLgYwN0Bu7y8HKWlpcjPz3/gvw/Ozs5wcnKq/q+TkxO6desGFxcXNttEaiosLER6ejoyMzORnZ1dXddZWVm4cuXKffvXJk2aoFmzZgAAe3t7mJmZwczMDPb29hBCVP87UFFRgaKiIqhUKuTn5+P27ds1tmNhYYEnn3yyxn7a2dkZnTt3RteuXWFra6ubF4DIyLD/pkdYyCFZx27fvo0jR47g+PHjSE9Px8mTJ3HmzBlUVFTAwsICbdu2vW9H2KpVqxpHodQ9+iSEuO8o95//Qbh3u3fku0WLFvDw8Ki+9enTB66urlAoFJp8SYgMmlKpRHp6Oo4dO4YTJ07g5MmTSE9Pr343uEWLFjWGVScnJ7Rt27b63V9HR0fY29urvX5RURHy8/Nx/fp15OXl4fLlyzV29llZWbh8+TKEEGjYsCHc3NzQvXt3eHh4wNPTE15eXtU7eiK6Kzc3F4cPH0ZaWlp1Tefm5gIAbG1taxyEcnZ2Rvv27dGiRYsa7xRZWKh3sl55eXmNM0yuXLmCnJycGjV9r4E3MzNDhw4dqmu6e/fu8Pb2hqOjoyZfDiKDx/6b6ohDsrbl5OQgMTERKSkpSExMxKlTp6BUKvHkk0/C3d29RhG4urrC0tJSdmRcv34d6enp1f+IpKen4/Tp0ygtLYWDgwN8fHzg6+sLHx8f9OrViw02mZRbt24hJSUFycnJSEpKwpEjR1BUVAQ7Ozt069atRk1369atXgOwppSUlOD06dM1ajo9PR15eXmwtrZGz549a9R1ixYtZEcm0hmlUom0tDQkJSVV1/Vvv/0GCwsLuLq6wt3dvXoIdXd3R9u2bWVHhkqlwqVLl6oPzJ08eRInTpxAVlYWVCoVXF1d4e3tXV3Tbm5usiMT6RT7b6onDsmaVlJSgqSkJMTGxiI2Nha//PILLCws0KlTJ/j5+cHX1xf+/v5o37697Kh1olQqcfbsWSQlJSExMRGHDh1CdnY2bGxs4Ovri8GDB2PkyJHcEZNRunTpEnbt2oUff/wRBw8eRHl5OVq1alVd035+fnj66adhZmZY10K8fPlydU0nJSUhNTUVKpUKbm5uGDlyJAYPHoz+/ftXf8aKyFhcv34dBw4cwK5du/DTTz/hxo0baNy4Mfr06VNd0z4+PmjYsKHsqHVy+/ZtnDhxorquExMTUVhYiBYtWsDf3x8jRozAyJEjqz8vSWQs2H+z/9YwDsmacP36dWzbtg3bt29HQkICSkpK0L17dwwbNgzDhg1Dnz59jPID+llZWYiLi0NMTAxiY2Nx8+ZNuLi4YPjw4QgODoaPj4/BDQ1EwN3THfft24dt27YhOjoaV65cQcuWLTF06FAEBQVhwIABeOKJJ2TH1LibN2/i0KFDiI6ORkxMDC5duoQmTZogMDAQzz//PEaMGIFGjRrJjkmklvT0dERGRuKnn37CiRMnYG1tDX9/fwQFBSEwMBBdunQxutMZKysrcfz4cezduxfR0dE4cuQIFAoFvL29MXLkSIwePRpOTk6yYxKphf03+28t4pCsrhs3buCHH35AZGQk4uPjYWVlhaCgoOpb69atZUfUqcrKSiQlJSEmJgY7d+5ERkYGnnzySYwePRpjxoxB7969ja75IONSWVmJ+Ph4RERE4IcffkBhYSH69OmDkSNHYtiwYXj66adN7v/h8+fPIzo6Gj/99BP2798PKysrDB8+HCEhIRg+fLhRNh9kXDIyMhAZGYnIyEicOXMGbdu2xahRo6oPdhnaO8X1dePGDezbt696X11QUIA+ffogJCQEo0ePxpNPPik7ItEjsf+uif231nBIrgulUono6GisXLkS0dHRMDc3xzPPPIOQkBCMGDGCV5j8k1OnTiEiIgKRkZE4f/48nJycMHnyZLzyyivcCZNeOX36NFauXIkNGzYgLy8PvXr1QkhICEJCQtCuXTvZ8fRGXl4etm3bhoiICCQkJMDGxgYvvPACQkND4evrKzseUbWCggKsW7cO3377LdLT09G6dWuMHj0aISEh8Pb2ZsNYpaKiArGxsYiMjMT27dtx69Yt+Pn5YcqUKQgODuZBMNIb7L9rj/23xnBIro2cnBx8++23WL16NS5fvoyAgABMnjwZf/vb36q/qoUeLi0tDRs2bMDatWuRn5+PYcOGYcqUKRgxYoTaV/8kqo/i4mJERkZi5cqVSE5ORocOHTB58mSMGzcOzs7OsuPpvatXr2LLli1YvXo1UlNT4ebmhilTpmDSpElwcHCQHY9MkBACBw8exMqVKxEVFQVLS0uMHTsWEyZMgJ+fH089fIyysjLs3bsXa9aswc6dO2Fra4sJEyYgNDQUHh4esuORiWL/XT/sv+tlIQQ9VFxcnBg+fLgwMzMTLVu2FPPnzxcXLlyQHctglZWVicjISDFkyBBhZmYmWrVqJf71r3+JvLw82dHIRGRnZ4s333xT2NvbC2trazFmzBgRGxsrVCqV7GgG6+effxbTpk0TdnZ2wtraWkyaNEmkpaXJjkUmori4WISHhwtXV1cBQPTq1Ut888034tatW7KjGazff/9dLF68WHTs2FEAEH379hWRkZGisrJSdjQyEey/NYv9t1o+5JD8F+Xl5WL9+vXC09NTABD+/v4iKipKlJeXy45mVLKyssT8+fNF06ZNha2trZg1axb/ASStOXbsmBgzZoywsLAQbdu2Ff/5z3/E9evXZccyKkVFRWLVqlWiW7duAoAIDAwUMTExPABBWnH16lXx3nvviebNm4sGDRqI0NBQHpzRMJVKJfbv3y+ef/55YWZmJpydncXSpUvF7du3ZUcjI8T+WzfYf9cah+R7SkpKxBdffCHatm0rLCwsxJgxY8SxY8dkxzJ6t2/fFkuXLhXOzs7CzMxMvPDCC2x0SGP27dsn/P39BQDh6ekp1q9fzx2ulqlUKhEdHS0GDx4sAAh3d3exceNGoVQqZUcjI5CdnS2mTp0qGjRoIJo3by7ee+89cfXqVdmxjN6FCxfErFmzRMOGDUXTpk3FggULRH5+vuxYZATYf8vB/vuxOCSXlZWJZcuWiTZt2ggbGxsxe/ZskZ2dLTuWyamsrBSRkZHC09NTKBQKMXr0aHH69GnZschAHTx4UPTv318AEEOHDhVxcXGyI5mk1NRUMX78eGFubi66desmtm7dyneWSS2//fabmDlzprCyshLOzs4iPDxcFBcXy45lcvLy8sTChQuFg4ODsLe3F2FhYeLmzZuyY5EBYv+tH9h/P5TpDskVFRXi22+/FU5OTsLa2lq89tpr4vLly7JjmTyVSiW2bdsm3N3dhZmZmZgwYYLIzMyUHYsMxOHDh0VgYKAAIAYOHCgSExNlRyIhREZGhggJCRFmZmbi6aefFrt27ZIdiQzE1atXxezZs0WDBg1E27ZtxYoVK3g2iB64deuW+PDDD0WTJk2Eg4OD+Pjjj0VRUZHsWGQA2H/rJ/bf9zHNITk2Nla4u7sLS0tLMXHiRHHx4kXZkegvVCqV2Llzp/Dw8BCWlpZi6tSp/AwpPdSvv/4qJk6cKBQKhfD29hb79u2THYke4NSpU2L06NFCoVCIAQMGiNTUVNmRSE+Vl5eLL774QtjZ2QlHR0exaNEiUVJSIjsW/cWtW7fEokWLhL29vWjdurVYsWIFP1pBD8X+W/+x/65mWkPyuXPnxMiRIwUAMWrUKFM/QmIQKisrxfLly4Wjo6No3ry5CA8P5xU2qVpRUZF49913hY2NjejYsaPYsWOH7EhUCykpKaJPnz7C3NxcTJ06VVy7dk12JNIj27ZtEx06dBANGzYUYWFh4s6dO7Ij0WNcu3ZNTJs2TZibm4vevXuLlJQU2ZFIj7D/Njzsv01kSL59+7aYM2eOsLKyEu7u7iI2NlZ2JKqjgoIC8eabbwpLS0vh4eEhEhISZEciyTZu3CjatGkj7O3txSeffCLKyspkR6I6UKlUYu3atdW/wyVLloiKigrZsUiiU6dOiYEDBwqFQiHGjRsnfv31V9mRqI7S0tKqf4fjx48XV65ckR2JJGL/bfhMuP82/iF59+7don379qJZs2Zi2bJlbMIM3NmzZ0VQUJBQKBRi6tSporCwUHYk0rGcnBwRFBQkzMzMxJQpU3hlWwNXVFQkFixYIKytrUXPnj15CrYJKisrE++//76wsrISXl5eIjk5WXYkqqetW7cKJycn0bRpU/Htt9/ygn0miP23cTHB/tt4h+QbN26IqVOnCgBixIgR4rfffpMdiTRo586dok2bNqJly5Ziy5YtsuOQDqhUKrFixQrRuHFj4eLiwitWG5nMzEwxcOBAYWFhIV5//XVeBMhEJCcni65duwobGxuxaNEiUzudz6gVFxeLt99+W5ibm4t+/fqJs2fPyo5EOsD+27iZUP9tnEPy5s2bhaOjo3jyySfFzp07ZcchLcnPzxcvv/yyUCgUIjg42FQvLGASzp07J7y9vYWlpaV45513RGlpqexIpAVKpVIsW7ZM2NnZiY4dO4qkpCTZkUhLiouLxeuvvy7MzMzEkCFDxKVLl2RHIi05evSo8PDwEDY2NuLTTz/lhb2MGPtv02Ai/bdxDck3b96svsLt9OnT+d19JmLfvn2iffv2olWrViImJkZ2HNKwFStWCFtbW+Hl5SXS09NlxyEd+O2338SIESOEubm5eO+993ianpFJTU0Vbm5uokmTJmLNmjWy45AOlJeXi48++khYWVmJQYMG8d1FI8P+2zQZef9tPEPy4cOHhYuLi3B0dOTRKxP053+gp06dyquhGoHr16+LZ599VigUCvH666/zwlwmaM2aNcLW1lb07t1bnD9/XnYcqieVSiW++OILYW1tLby9vfn1Lybo5MmTwt3dXdjb24uNGzfKjkMawP7btBlx//2hGQycUqlEWFgYfH194erqipMnT2LkyJGyY5GO2dnZYe3atVi3bh0iIiLg7e2NM2fOyI5FaoqNjYWHhweOHz+O/fv3Y+nSpbCyspIdi3Rs0qRJOHbsGCoqKtCzZ0+sW7dOdiRS05UrVxAYGIh58+YhLCwMiYmJeOqpp2THIh3r1q0bDh8+jBdffBHjxo3DlClTUFxcLDsWqYH9NwHG3X8b9JCcn5+P4cOHY/HixVi6dCl27dqFJ554QnYskmj8+PFIS0tDo0aN0Lt3b2zZskV2JKoDIQQWLVqEYcOGoV+/fjhx4gT8/f1lxyKJunTpgsOHD2PatGl46aWXMGPGDJSXl8uORXWQlJSEnj17Ijc3F8nJyZg/fz7MzAy6/aB6aNiwIcLDw7Fjxw5s374dPj4+uHjxouxYVAfsv+mvjLH/Nti9VFpaGnr16oXTp0/jwIEDmDVrFhQKhexYpAecnJyQkJCAWbNmISQkBNOmTUNFRYXsWPQYt2/fRkhICN5991189NFHiIiIQO/wnEwAACAASURBVJMmTWTHIj1gZWWFTz75BDt37sTmzZvh4+ODnJwc2bGoFr755hsEBATA09MTR48ehZeXl+xIpCf+9re/ITU1FdbW1vD09MQPP/wgOxLVAvtvehhj678Nckhes2YNfHx84OzsjOPHj6NPnz6yI5GesbCwwKJFi6pPARk6dCiuXbsmOxY9xJkzZ9C7d28cOnQIcXFxePvtt2VHIj00YsQIpKSkoLi4GL1798aBAwdkR6KHKCkpwaRJkzBjxgy888472LVrFw960X3atm2LAwcO4LnnnkNwcDDCwsKgUqlkx6KHYP9Nj2NM/bdBDclCCISFheHll1/GxIkTERMTA0dHR9mxSI9NnDgRKSkpyMnJgaenJ06cOCE7Ev1FXFwcvL29YWtriyNHjqB///6yI5Ee69y5M44ePQp/f38EBgYiPDxcdiT6i7y8PAQGBmLHjh3Ytm0b3n33Xb7TRA9lY2OD77//HuHh4fj4448RHBzMzynrGfbfVFfG0H8bzJBcVlaG8ePH4+OPP8aaNWuwYsUKWFpayo5FBqB79+44duwYOnTogH79+iEmJkZ2JKry/fffIygoCEOGDMGhQ4fQvn172ZHIADRq1AgRERFYsGABZs2ahTfeeIPvPumJCxcuwMfHB1euXMGRI0cwatQo2ZHIQEydOhX79+/HoUOHEBAQYLDvPhkb9t+kLkPvvw1iSL5x4wYCAwMRExODmJgYTJo0SXYkMjDNmjXD3r17MXLkSIwcORLffPON7Egm7d5R6cmTJ2PGjBnYvHkzbGxsZMciA6JQKBAWFobVq1dj+fLlGDNmDEpKSmTHMmlJSUnw9vaGg4MDUlJS0LlzZ9mRyMD4+PggJSUFBQUF6Nu3L86ePSs7kklj/031Zcj9t94PyVlZWejTpw9+++03JCUlYeDAgbIjkYGytrbG+vXrMXfuXEyfPh0LFy6UHckkVVRUYNKkSfj3v/+N1atXY+nSpbzSLant5Zdfxu7duxEbG4uhQ4fi5s2bsiOZpE2bNiEgIAABAQHYv38/WrRoITsSGSgXFxccOnQITzzxBHx9fZGcnCw7kkli/02aYqj9t153pmfPnkX//v1hZ2eHlJQUdOnSRXYkMnAKhQIff/wxwsPDERYWhnnz5kEIITuWySgrK8Po0aOxfft27N69G5MnT5YdiYzAoEGDkJiYiEuXLmHQoEHIy8uTHcmkrFq1ChMmTMBrr72GzZs3o0GDBrIjkYFr0aIF4uPj0a9fPwwZMgTx8fGyI5kU9t+kaYbYf+vtkJyRkYGAgAC0atUK+/bt4/evkUZNmzYNGzZswNKlSzF9+nR+nlEHiouLMWrUKBw4cAB79uzB4MGDZUciI9K1a1ckJSWhsLAQ/fr1w//+9z/ZkUxCeHg4pk2bhnnz5uHTTz/lBbpIY2xsbBAVFYXg4GA888wz2L59u+xIJoH9N2mTIfXfejkk//LLL/D390enTp0QFxeHZs2ayY5ERmjs2LHYtm0b1q5di4kTJ6KyslJ2JKN1584d/O1vf8PRo0exd+9e+Pj4yI5ERqh9+/Y4dOgQzM3N0a9fP1y6dEl2JKO2ePFizJo1C4sXL8aiRYtkxyEjZG5ujtWrV2PixIkYPXo01q1bJzuSUWP/TbpgKP233g3Jx44dQ0BAAHr37o3o6Gg0btxYdiQyYiNGjMD27duxfft2TJo0CUqlUnYko1NUVIQhQ4bg9OnTOHToEHr37i07EhmxVq1aIS4uDo0bN0ZAQAByc3NlRzJKCxcuxD//+U98/fXXmDt3ruw4ZMTMzMzwzTffYObMmZg8eTIiIiJkRzJK7L9Jlwyh/1YIPTohPD09HQMHDkTfvn3xww8/wMrKSnYkMhFxcXEYMWIExo8fj5UrV/KUQQ0pKSnB8OHDkZGRgYSEBLi6usqORCYiPz8fAwcORGlpKQ4ePIiWLVvKjmQ0lixZgrlz52L58uWYOnWq7DhkQt588018/fXXiIqKwsiRI2XHMRrsv0kWPe6/F+rNO8mZmZkYOnQoevToga1bt7JASacGDRqEHTt2YP369Xj99ddlxzEKFRUVCAkJQWpqKnbv3s0BmXTKwcEBsbGxsLCwQGBgIPLz82VHMgqrV6/G3LlzsXjxYg7IpHNLlizBK6+8guDgYERHR8uOYxTYf5NM+tx/68WQnJubi8DAQDg5OWH79u38vlSSYsiQIdi4cSOWL1+Od955R3Ycg6ZUKjFx4kQcPHgQe/fuhaenp+xIZIJatGiBvXv34s6dOxg8eDAKCgpkRzJo69atQ2hoKBYuXIh58+bJjkMmSKFQYNmyZRg9ejSCg4Nx8OBB2ZEMGvtv0gf62n9LP906Ly8P3t7esLOzQ3x8POzt7WXGIcKaNWvwyiuvYMmSJXjjjTdkxzFIoaGh2LRpE2JiYuDn5yc7Dpm4ixcvon///nB1dUVMTAzfKVHD7t27MWrUKMybNw///ve/ZcchE1dZWYmQkBDs378fSUlJcHNzkx3J4LD/Jn2jZ/33QqlDcmlpKQYNGoTLly/j8OHDvMw86Y3Fixfjn//8J7Zu3YrnnntOdhyD8vHHH+Odd95BVFQUnn32WdlxiAAAp0+fhq+vL4KCgrBx40Z9+tyT3jt16hT8/Pzw/PPPY/Xq1bLjEAEAysvLMWzYMGRlZSElJYXXHagD9t+kr/So/5Y3JAshMHHiROzatQtJSUno1q2bjBhED/Xqq69i9erViI+PR9++fWXHMQhbtmzB2LFj8cUXX+C1116THYeohj179mDEiBFYsGABwsLCZMcxCJcvX0bfvn3x1FNPYe/evXwXnvRKfn4+fH190ahRIyQkJMDW1lZ2JL3H/pv0nZ703/KG5Lfffhuff/45oqOjMWjQIBkRiB5JqVTiueeeQ0pKClJSUuDi4iI7kl5LTExEYGAgZsyYgSVLlsiOQ/RA3377LUJDQ/Hdd9/hpZdekh1Hr92+fRv9+vVDRUUFEhMT0bRpU9mRiO5z6dIleHt7o1evXtixYwfMzc1lR9Jr7L9J3+lJ/y1nSF6zZg0mT56M77//HpMmTdL18kS1dq9JVCqVOHz4MI9SP0Rubi569uwJPz8/REVFwcxML64JSPRA8+fPx+eff479+/fDx8dHdhy9pFKpMGrUKPz88884fPgw2rdvLzsS0UMlJydj0KBBeO211/Cf//xHdhy9xf6bDIUe9N+6H5JPnDgBHx8fvPrqq1i8eLEulyZSS25uLry8vBAQEIDNmzfLjqN3SktL0b9/f9y+fRtHjhyBnZ2d7EhEjySEwAsvvICUlBT88ssvaN26texIeueDDz7ARx99hLi4OPTr1092HKLHWr9+PSZNmoTNmzcjJCREdhy9w/6bDI3k/lu3Q3JBQQG8vLzg5OSEPXv2wMLCQldLE9VLfHw8hgwZgk8++QRvvvmm7Dh6ZcqUKYiMjMSRI0fQpUsX2XGIaqWwsBC9evVCixYtsH//fn7W9k/27duHoKAgfPXVV5gxY4bsOES1NnPmTKxbtw6HDx9G165dZcfRG+y/yVBJ7L91NySrVCqMGDECp0+fxs8//wxHR0ddLEukMYsWLcK7776L2NhY+Pv7y46jF1asWIEZM2YgKipK9lUIiers5MmT8Pb2RmhoKD7//HPZcfRCdnY2vLy8EBQUhHXr1smOQ1QnFRUVCAgIwLVr13D06FF+rRHYf5Phk9R/625I/uCDD7Bo0SIcOnQIXl5euliSSKP+fIpmWlqayX9lwvHjx+Hj44O3334bH3zwgew4RGrZuHEjJkyYgMjISAQHB8uOI1VZWRm8vb2hUCiQmJgIGxsb2ZGI6ux///sfevbsCX9/f0RERMiOIx37bzJ0kvpv3QzJycnJ8Pf3x9KlSzFz5kxtL0ekNbdu3UKPHj3g5uaGXbt2mex3rRYXF6Nnz55o3bo19u3bxwt1kUGbMWMGIiIikJ6ejieffFJ2HGnmzp2LlStXIjU1FU899ZTsOERqi42NxdChQ7Fq1SpMnjxZdhxp2H+TsZDQf2t/SC4qKoKnpyc6dOiA3bt3m+xQQcbj2LFj8PX1xeeff45Zs2bJjiPFjBkzsHnzZpw4cQLt2rWTHYeoXkpLS9GrVy80a9YM8fHxJvkVMgkJCQgICMB3333Hq96SUZg3bx7Cw8Nx/PhxdOrUSXYcnWP/TcZGx/239ofkSZMmISYmBunp6WjZsqU2lyLSmbCwMCxevBhHjx6Fu7u77Dg6FR0djeHDh2PTpk0YM2aM7DhEGpGamoq+ffti4cKFeOutt2TH0amCggJ0794dvXr1QlRUlOw4RBpRUVEBX19fCCGQnJwMS0tL2ZF0iv03GSMd9t/aHZIjIiLw4osvYteuXRg+fLi2liHSucrKSvj7++POnTs4evSoyVwZ9+rVq3B3d8fw4cPx3XffyY5DpFGffvopFixYgJSUFHh6esqOozPBwcE4evQoTpw4gaZNm8qOQ6QxZ86cgZeXF+bMmYMPP/xQdhydYf9NxkqH/bf2huS8vDx06dIFwcHBCA8P18YSRFJlZWXBw8MDc+bMQVhYmOw4OhESEoJjx44hPT0djRs3lh2HSKNUKhUGDx6MGzdu4NixYybxzlNkZCTGjh2L2NhYBAQEyI5DpHHLli3D7NmzcezYMXTv3l12HK1j/03GTkf9t/aG5AkTJmD//v04ffo0mjRpoo0liKT7/PPPMX/+fBw/ftzov5Pxp59+wogRIxATE4OhQ4fKjkOkFZmZmejevTveffdd/OMf/5AdR6tu3rwJNzc3DB8+HN98843sOERaoVKp4O/vj6KiIhw7dszovyOY/TeZAh3039oZkqOjo/HMM89g+/btGDVqlKY3T6Q3VCoV/Pz8oFKpkJSUZLQX/Ll16xa6du2KgIAArFmzRnYcIq1atGgRwsLCkJqaii5dusiOozWTJ09GTEwMMjIyeJo1GbVz586hR48e+Ne//oU5c+bIjqM17L/JVOig/9b8kHznzh24u7ujd+/e2Lx5syY3TaSXTp48iZ49e2LJkiV49dVXZcfRiunTpyMqKgoZGRlwdHSUHYdIqyorK9GnTx80btwY+/fvN8qrwu7fvx+DBg3C1q1b8fzzz8uOQ6R1H374IRYvXoz09HR06NBBdhyNY/9NpkbL/bfmh+S5c+fiu+++Q0ZGhq6+7JlIugULFuCrr77CuXPn0KpVK9lxNColJQW+vr7YsGEDXnzxRdlxiHTi559/Rt++fbFq1Sq8/PLLsuNoVFlZGbp16wZ3d3ds27ZNdhwinSgvL4enpyfatWuH3bt3y46jcey/yRRpsf/W7JB84cIFdOvWDV988QWmT5+uqc0S6b2SkhK4ublhwIABRnXVZyEE+vbtC1tbW8THx8uOQ6RTs2bNQlRUFM6fPw87OzvZcTRm8eLF+OCDD3DmzBm0b99edhwinUlKSkK/fv3w448/4plnnpEdR2PYf5Op0mL/rdkheeTIkbh06RJOnDhh9BdGIPqriIgIjBs3DikpKejdu7fsOBqxdu1avPLKKzh+/Dg8PDxkxyHSqRs3bqBTp04IDQ3Fxx9/LDuORly7dg2dOnXC7NmzTeaq/ER/FhwcjBMnTuD06dNG8/WN7L/JlGmp/9bckBwXF4fBgwdjz549GDJkiCY2SWRw/P39UVFRgaSkJIP/HGNxcTE6d+6MZ555BsuXL5cdh0iKpUuX4q233sKpU6fQsWNH2XHqbcqUKYiJicG5c+dga2srOw6RzuXm5qJLly746KOPMHv2bNlx6o39N5FW+m/NDMmVlZXo0aMHXFxcsH37dk0EIzJIv/zyC3r37o0NGzZg7NixsuPUy3vvvYcvv/wS58+fR4sWLWTHIZKioqIC3bt3R5cuXRAVFSU7Tr2kpaXBy8sLa9aswfjx42XHIZJmwYIFCA8Px/nz59G8eXPZcdTG/pvoLi3035oZklevXo3p06cjIyMDLi4umghGZLBeeeUVJCQk4OzZs7C0tJQdRy1Xr15Fhw4dEBYWhrlz58qOQyTV7t27MXz4cKSkpKBv376y46gtKCgIBQUFSElJMfgzXYjqo6ioCB07dsS4cePw2WefyY6jNvbfRH/QcP9d/yG5oqICrq6uGDJkCE/JJMLdU7k6deqEr776CqGhobLjqGX27NmIjIzEhQsX0LBhQ9lxiKTz9/eHtbU19u7dKzuKWpKTk+Hr64vY2FgMGjRIdhwi6b788ku8/fbbuHDhAtq0aSM7Tp2x/yaqScP9d/2H5GXLluHNN9/EuXPn4OTkVN9AREZh5syZ+Omnn3D+/HlYW1vLjlMnly9fhouLCz755BPMmjVLdhwivXDo0CH0798fBw4cgL+/v+w4dRYQEICKigocOnRIdhQivVBWVoaOHTti1KhR+Oqrr2THqTP230T302D/Xb8hubS0FB07dsRzzz2HL7/8sj5BiIzKlStX0KFDB4McNGfMmIHdu3cb5IBPpE2GOmjGx8dj0KBBBjvgE2nL8uXL8cYbbxjcoMn+m+jBNNh/129IXrp0Kf7xj3/g4sWLmv4CZyKDN3v2bGzZsgUXLlyAjY2N7Di1kpOTg06dOuG///2vwZ4qTqQtSUlJ8PPzM7hTlv38/NCwYUODPVWcSFvKy8urT1lesWKF7Di1xv6b6OE01H8vNFP3JysqKvDZZ59h2rRpLFCiB5g/fz5u3LiBtWvXyo5Sa0uWLEGrVq3w8ssvy45CpHd8fX0xePBgLFq0SHaUWktMTERSUhLef/992VGI9I6VlRX++c9/Ys2aNbhy5YrsOLXC/pvo0TTVf6s9JEdERODy5ct4/fXX6xWAyFi1bNkSEyZMwJIlS6BSqWTHeayCggKsXr0as2fPNtirchNp29y5cxEbG4vU1FTZUWrl008/hY+PD3x9fWVHIdJLkyZNQtOmTfHf//5XdpRaYf9N9Gia6r/VHpKXLFmCkJAQODs7q704kbGbO3cuLly4gB9//FF2lMdavnw5zMzMMHnyZNlRiPTW0KFD0aNHDyxZskR2lMfKzMzErl27MGfOHNlRiPSWtbU1Zs6cifDwcBQVFcmO81jsv4keTxP9t1pDcnx8PFJTUzF79my1FyYyBa6urnjmmWf0/nsYKyoqsGzZMkyfPh329vay4xDptdmzZyMiIgK5ubmyozzSkiVL0L59e4waNUp2FCK9NmvWLJSXl+O7776THeWR2H8T1Y4m+m+1huTPP/8c/v7+6N27t9oLE5mKOXPm4ODBgzh27JjsKA+1adMmXL16Fa+99prsKER678UXX4Sjo6Nen56Zn5+PtWvXYs6cOTA3N5cdh0ivNWvWDC+99BK++OILKJVK2XEeiv03Ue3Vt/+u85Cck5OD3bt344033lBrQSJTM2DAAHTv3h3Lly+XHeWhli9fjhdeeAFPPvmk7ChEes/KygozZszAd999h7KyMtlxHmjNmjWwtLTkRfiIaun1119HVlaW3l4Fnv03Ud3Ut/+u85D87bffokWLFhgxYoRaCxKZoilTpiAiIgK3bt2SHeU+p06dQkpKCqZOnSo7CpHB+Pvf/47CwkJs375ddpQH+vbbbzFu3DjY2trKjkJkEFxdXdGvXz+sWrVKdpQHYv9NVHf16b/rNCQrlUqsWbMGkydP5tVviepg4sSJEEJg06ZNsqPcZ+XKlXjqqacwYMAA2VGIDEarVq0QFBSklw11YmIiMjIyMGXKFNlRiAxKaGgodu7cqXdfB8X+m0g99em/6zQk7969G7/++iteeeWVOi9EZMrs7e3xwgsv6F1DXVpaivXr12Pq1KlQKBSy4xAZlNDQUMTFxeHChQuyo9SwcuVK9OzZE56enrKjEBmU4OBg2NnZYd26dbKj1MD+m0g99em/6zQkr1q1CgEBAXBxcanzQkSmLjQ0FD///DPS0tJkR6kWFRWF27dv46WXXpIdhcjgBAUFoXXr1np1RdzCwkJs2bIFoaGhsqMQGZwGDRpg/PjxWLVqFYQQsuNUY/9NpD51++9aD8k3btxAdHQ0v0OVSE1+fn5wcXHBhg0bZEeptmHDBgQFBaFly5ayoxAZHAsLC0ycOBEbN27Um4b6hx9+gBACY8eOlR2FyCC9/PLLyMzM1JtvpGD/TVQ/6vbftR6St23bBnNzc4wcObLO4YgIUCgUCAkJQUREhF401AUFBYiLi2MzTVQPY8aMQXZ2No4ePSo7CgBg8+bNCAoK4vedE6nJ09MTnTt3RkREhOwoANh/E9WXuv13rYfkiIgIDB8+HHZ2dmoFJCIgJCQEv/76Kw4fPiw7CrZu3QozMzMMHz5cdhQig9WjRw907twZkZGRsqMgLy8P8fHxCAkJkR2FyKAFBwcjMjJSLw5os/8mqj91+u9aDcl5eXk4cOAAd7xE9dS9e3d06dJFLxrqyMhI7niJNOBeQ61SqaTmiIqKgpWVFb8ihqieQkJC8NtvvyElJUVqDvbfRJqhTv9dqyF569atsLKy4jtORBowevRoRERESG2or1+/zh0vkYaMGTNGLxrqewe+GjVqJDUHkaFzd3eHm5ub9FOu2X8TaU5d++9aDck7d+5EUFAQbG1t6xWOiO6+63TlyhX8/PPP0jL8+OOPsLCw4I6XSAO6desGV1dX7NixQ1qGwsJCHDx4EM8//7y0DETG5IUXXpBa0wD7byJNqmv//dghuaSkBAkJCXjmmWfqHY6I7h6hbteuHWJiYqRliI6Ohr+/P3e8RBoSFBQktab37dsHIQSGDBkiLQORMQkKCkJOTg7OnDkjZX3230SaVdf++7FD8oEDB1BSUoKhQ4fWOxwR3TVkyBBpDbVSqURcXByCgoKkrE9kjIYNG4aTJ08iNzdXyvoxMTHo27cvmjVrJmV9ImPTu3dvODg4SNtXs/8m0ry69N+PHZJjYmLg4eGBNm3a1DsYEd01bNgwHD16FPn5+Tpf+/Dhw7hx4waHZCIN8vf3R8OGDbF3716dry2EwJ49e1jTRBpkbm6OwYMHSxuS2X8TaV5d+u/HDsnR0dHc8RJpWGBgIMzMzBAbG6vztaOjo+Hs7IxOnTrpfG0iY9WgQQMMGDBASkOdnp6O//3vfxg2bJjO1yYyZkFBQUhISEBRUZHO12b/TaR5dem/Hzkk5+TkIDMzk6d6EGmYnZ0d+vbtK+Vdp3379rGZJtKCYcOGIS4uTudXrt+3bx9atGiBp59+WqfrEhm7oUOHory8HImJiTpdl/03kXbUpf9+5JCcmJgIS0tL9OnTR2PhiOiu/v3763zHW1JSgrS0NPTv31+n6xKZgv79+6OwsBCnTp3S6bqJiYno168fzMxq9YUVRFRLLVu2RMeOHXW+r2b/TaQ9te2/H7lHTUpKQs+ePWFjY6OxYER0l6+vLzIzM3Ht2jWdrXnkyBGUl5fD19dXZ2sSmQp3d3fY29sjKSlJZ2sKIZCSkgIfHx+drUlkSnx9fXVa0wD7byJtqm3//cghOTk5mc00kZb4+PjAzMwMKSkpOlszKSkJbdq0Qdu2bXW2JpGpMDMzQ9++fXXaUN/b0XNfTaQdvr6+1QeYdYX9N5H21Lb/fuiQfOvWLZw6dYpHp4m0xN7eHm5ubjptqJOTk9GvXz+drUdkanT9rlNycjIaNGjAzyMTaYmfn1/1R5V0gf03kXbVtv9+6JB85MgRKJVKFimRFumyoRZC4PDhw/D29tbJekSmyNfXF9nZ2bh8+bJO1ktJSYGXlxesrKx0sh6RqenUqROaN2+O5ORknazH/ptI+2rTfz90SD5+/Djatm2Lli1bajwYEd3l5eWFEydO6ORquNnZ2bhx4wZ69eql9bWITFXPnj2hUChw/Phxnax3/Phx9O7dWydrEZkihUKBnj17IjU1VSfrsf8m0r7a9N8PHZJPnjwJDw8PrQQjorvc3d1x584dXLx4UetrpaenQ6FQoGvXrlpfi8hU2dvbo127dkhPT9f6WkqlEhkZGXB3d9f6WkSmzMPDQyc1DbD/JtKF2vTfDx2ST5w4wSIl0rJu3brBzMwMJ0+e1Ppa6enpeOqpp2BnZ6f1tYhMmYeHh05qOjMzE8XFxdxXE2mZu7s7zpw5g4qKCq2vxf6bSPtq038/cEguLy/H+fPneXSaSMsaNmyIDh066OQIdXp6One8RDrg7u6ukyH5xIkTMDc3R5cuXbS+FpEp8/DwQFlZGc6fP6/Vddh/E+lGbfrvBw7JGRkZKC8vZ0NNpAO6eteJQzKRbri7u+PcuXMoLS3V6jonT56Eq6srv0uVSMu6dOkCKysrrR/QZv9NpDuP678fOCSfPXsWFhYW6NSpk9aCEdFdXbt2RUZGhlbXKC8vx8WLF+Hm5qbVdYjobk1XVlYiMzNTq+ucOXOGNU2kA1ZWVujQoQPOnDmj1XXYfxPpzuP67wcOyZcuXULbtm1haWmptWBEdJezszOys7MhhNDaGrm5uVAqlXjqqae0tgYR3XWvzrKzs7W6TlZWFmuaSEecnZ2RlZWl1TXYfxPpzuP67wcOyTk5OXB2dtZqMCK6y9nZGaWlpfj999+1tsa9Zt3JyUlraxDRXba2tnB0dNR6Q52dnc2aJtKRew21NrH/JtKdx/XfDxySs7KyuOMl0pF7O0Rt7nyzs7Nha2uL5s2ba20NIvqDthvqmzdvoqCggPtqIh3RxTvJ7L+JdOdx/fcDh2QenSbSnTZt2sDS0lKrO9/s7GwenSbSIW031Pe2zbom0g0nJydcvnxZqxfkY/9NpDuP67/vG5JVKhVyc3NZpEQ6Ym5ujnbt2ml9SGZNE+mOtofknJwcKBQKtG/fXmtrENEfnJ2dIYRAbm6uVrbP/ptItx7Xf983JBcUFKCsrAytW7fWejgiuqt169a4evWq1rb/+++/o02bNlrbPhHV1KpVK63W9JUrV9C0aVN+/RORjtzri7V1/RD230S696j++74hOT8/HwD42UUiHXJwcEBe87H16wAAIABJREFUXp7Wtp+XlwcHBwetbZ+IamrevDny8/O1dtX6/Px81jSRDjk4OEChUFT3yZrG/ptI9x7Vf983JN97Ine+tff9999DoVBg69atsqOYlJ9//hkKhQJhYWGyo9TbvYZaW9hQ1w1rWg5jqmkHBwdUVFTg1q1bWtl+fn4+m+k6YE3LYUw1bWlpCTs7O60d0Gb/XXesazmMqa4f1X8/9J1kFimR7mj7nWQ21ES6da/etHXwi2eHEOmeg4OD1t9JZl0T6U6d3knOz8+Hra0tP+dEpEPa3PEWFxejpKSEO14iHbpXb9psqHngi0i3tHnWF/tvIt17VP/9wAt3NW3aVOuhiOgPDg4OKCgo0Mq27223WbNmWtk+Ed3v3pB848YNrWyf+2oi3WvWrBlrmsiIPKr/vm9ILikp0dujWDExMVAoFPjiiy+QkJAAf39/NG7cGF5eXtXPOXjwIMaPHw8XFxdYW1vD0dERI0eORFJS0kO3dfjwYQwYMAC2trZwcHDASy+99MB/BAsLC/Hqq6+iVatWsLGxgZeXF3788ceH5i0pKcEHH3yALl26oEGDBrC3t8egQYOwZ8+eh2bZv38/fHx8YGtri7Zt22LRokXVz/vqq6/g6uqKBg0aoHPnztiyZUudX0OlUomvvvoKPXv2RNOmTdGkSRN4eXlhyZIlKC4urvFcdV7L+uT/83bi4uLg4+ODhg0bokWLFggNDcX169dr9XcUQmD16tXw8fFB48aNYWNjg+7du+Prr7/W2kV06qtBgwYoKSnRyrbvbbdBgwZa2X59sKZZ07VhqDUNQGvfqVpaWqqX+2rWNGu6NgyxpoG7da2tmmb/zbquz2vJulbPI/tv8Rfvv/++6Nq161/v1gvR0dECgBg9erSwsLAQAAQA8fTTTwshhLhy5Ur1fX+9WVhYiISEhPu2NW7cOGFtbX3f8/v3719j7ZKSEtGjR4/7nqdQKMSYMWMEALFly5bq55eVlQlfX98HZlEoFCI8PPy+LGPGjKnx97p3W7JkiXjrrbfuu9/MzEykpqbW6TWcN2/eQ1+jr776qvp56ryW9c3/59+vubn5fc/v3LmzuH37dvXzjx07JgCI999/v/o+lUolxo8f/9DsoaGhdXq9dGXLli0CgFCpVBrf9unTpwUAcerUKY1vu75Y06xpY61pIYQwMzMTERERWtm2m5tbjddJX7CmWdPGXNNjxowRwcHBWtk2+2/WtbqvJetafY/ovz+8b0j+xz/+Uf0/vb6590sEIF555RVx7tw5UVlZWf3477//LgIDA8WuXbvEr7/+KsrLy8XVq1dFZGSksLW1FUFBQQ/c1vTp00VmZqYoLi4WiYmJol27dgKASEtLq37+f/7zHwFAuLq6itjYWHH79m1x6dIlMXPmzOrt/LlIP/vsMwFAtGvXTuzatUvcvHlT5ObmirCwMGFmZiYaNGggrly5cl+W2bNni+zsbFFUVCS2bt0qLC0thb29vWjcuLFYtWqVuHbtmsjPzxdz5swRAMSkSZPq9Bp27NhR2NraiqioKFFYWCju3Lkj0tLSxNy5c8V3331X79eyPvn/vJ2XX35ZZGZmiqKiInHw4EHh7u4uAIh33nmn+vkPKtK1a9cKAMLd3V3s3r1b5Ofni6KiIpGQkCC6d+8uAIjk5OQ6vWa6sHPnTgFAlJaWanzbx48fFwBEZmamxrddX6xp1rSx1rQQQlhbW4t169ZpZdsuLi7i3//+t1a2XR+sada0Mdf0xIkTxciRI7WybfbfrOv6vJasa/X8f3t3Hldzvv8B/HXaREpRiEgxarQcZUqLkYhiQpIsg66xzZ0h68XMXGN+lzG4tplhBtOMfQsja6EmSxtFlBprm3W0UInq1Pn8/nBrxpS0nO/5nOX9fDw87n3k+H5fMu++r8/3+z3fU0f/rrlInjdvHnNxcZFPsgaq+kd0cXF54xW3pKQkNmrUKNahQ4caZ1XMzMxqbGvQoEE1trFhwwYGgG3fvr36a71792YikajWq3EDBgyoMaQuLi4MAIuPj6/x+mnTpjEAbPPmza9l8fHxqfHakSNHMgBszZo1r329oqKCtWrVir333nu1fh/exNPTk73zzjtMIpG89bUN/V42NX/VdpydnWv8+969e5dpa2sza2vr6q/VNqSenp5MU1OTPXz4sEaWqiuqCxcufOvfXd4iIiIYAFZYWCjzbSckJDAALDs7W+bbbiqa6T/RTKvWTDPGmIGBAQsJCRFk2507d2arV68WZNtNQTP9J5pp1ZvpKVOm1PrfoyxQ/6a5rkJzLT919O//aOFvysrKoKOj8/cvKxQvLy+IRKIaX4+Li4OnpyfKy8tr/XO13XPer1+/Gl+ztLQEABQXF1d/7c6dO+jYsSNsbGxqvN7HxwdRUVGvfe3OnTto06YNXFxcarze19cXW7ZswZ07d177uoeHR43XmpubAwD69u372tc1NTXRsWNH/PHHHzX+TF3WrVuHkSNHolu3bvD29oZYLIarqyscHBxee11jvpeyyj9o0KAa/76Wlpbo3r07bt26VeffLy0tDZWVlejUqRMAgDFW/T6Iqv/Nycmpcxs8NGvWDMCr+ZO1qn9DRZ5rmmma6TdR1pkGXs2cEDMNKP6xmmaaZvpNaKZrp+gzDdBcAzTXb6Ksc11X/67x4C6pVAoNjRpfVihv+iibFStWoLy8HEuWLMGdO3fw8uVLSKVSMMZgZWVV65+p7SEJVf+BsCa+yby2HyR1qe3BSlXbeNPvSaXSBu1DLBbjxo0b2LFjBywsLHDhwgX4+PjAxsYGqamp1a9rzPdSHvnfpmp7lZWVqKysrM7813/LN/3g4UlTUxMAUFFRIfNtV1ZWAoBCzzXN9J+/RzP9OmWdaQDQ0tKqnj9Zk0ql1T83FBHN9J+/RzP9Oprp2lH/prkGaK7lra7+XWMatbW1IZFIhE8lgIyMDLRr1w5fffUVunbtCl1dXYhEIty9exe3b99u0ra7deuGBw8eIC0trcbvRURE1Pr6vLw8XLp0qcbvnTx5svo1PGhpaaFv375YtGgR9u7di8zMTBQVFWHy5MnVrxHye/k2p0+frvEDMiMjA7du3ULXrl3r/LPW1tZo0aIFnj17Vj2cf/918OBBIeM3StUPjqozWrJUdWZaGeeaZrp+aKYVb6YBYa8MaWtrK2TheBua6fqhmVbcmRbiOA1Q/34TmmuaayHV1b9rLJKbNWumlAdeAOjcuTOePHmCDRs2oLCwEIWFhTh58iSGDBnS5DMmI0eOBGMMI0eOxG+//Ybnz58jMzMTn376aY1bPQBg1KhRAIDRo0fj5MmTKCoqwv3797F06VJs2bIFzZo1w7Bhw5qUqTHc3NywadMmpKen4+XLlygsLERERATy8/ORkZFR/Tohv5dvc+nSJUyePBl37txBSUkJYmJiMGLECEgkEgQEBNT5ZydPnowXL17Ay8sLx48fR25uLsrLy5GdnY0TJ05g5MiRtf578VZ1m4eQi2RlnGua6bejmVbMmQZezZxQhVpZj9U0029HM63YMy3UiS9lnWmA5ro+aK4Vc67r6t813pMs5PsthDZ9+nSEh4dj5syZmDlzZvXXHRwcYGtri0ePHjV62zNnzsSePXtw9epVDBgwoPrrIpEIo0ePxv79+197/YwZM3Do0CHExcXhgw8+qLG99evXo3379o3O01hXrlxBfHx8rb83derU6v8v5PfybQICArBjxw5s3br1ta9bW1tj4cKFdf7ZoKAgnDt3Dtu2bcPQoUNrfc1f/56KQsgryVXbVMaDL83029FMK+ZMA8JeddLR0aGZ/hua6VdopoUj9ExT/66J5voVmmthNOhKsrIeeAFg+PDh2L17N+zt7dG8eXOYmppi+vTpiIqKavIPNV1dXURHR+OTTz5Bu3btoKurCwcHBxw+fBg+Pj41Xq+jo4PIyEgsWbIEVlZW0NHRgb6+Pjw9PREeHo6PP/64SXka6+LFi/j000/Ro0cPNG/eHMbGxnB3d0dISAjWrVtX/Tohv5dv4+7ujvDwcDg7O1dnnDx5Ms6fP4+WLVvW+WdFIhG2bt2K/fv3w8vLC0ZGRtDR0YGlpSX8/Pxw+PBheHl5CZq/McrKyqChoQEtrRrnrZqs6qy3Mh58aabfjmZaMWdaKpWioqKCriT/Dc3029FMK+ZMA8LeHUL9u3Y01zTXQqqzf//9edcrV65klpaW9XtuNiEyVPUI+nXr1vGOInc7duxgurq6gmw7MzOTAWCJiYmCbJ+QN1HnmX758iUDwI4dOybI9p2cnNiCBQsE2TYhb6LOM80YY8OGDWMTJkwQZNvUvwkv6jzXdfTv/9S4kqyvr4+ioiJhl+2EkNcUFhbCwMBAkG3r6+sDAM01IXJUWFgIAILNdcuWLV/7mBRCiPCEPlbTcZoQ+aprpmssktu0aYOCggLB3xxOZOfq1asQiURv/eXn58c7KnmD/Px8GBsbC7JtIyMjaGpqIj8/X5DtE9mjmVZ+VfP2po9MaSpjY2Pk5eUJsm0iezTTqiEvL0+wYzX1b+VDc6386urfNRbJxsbGkEqlePr0qeDBCCGv5OfnC1amNTQ0YGhoSIWaEDmqmjchCzWd+CJEvoQ8VlP/JkT+6prpGu9SrnphXl6eYD8IiGz17NmzyR+8rgh8fHxU4u/RGELPW5s2bWiRrERoppVf1bwZGRkJsn2aaeVCM638GGMoKCgQ7FhN/Vv50Fwrv7rmrdbbrQHQGWpC5EjIW7iAV2eoaaYJkZ/8/Hy0atVKsM9UpUUyIfJVVFSE8vJywRfJdKwmRH7q6t+13m4NALm5ucKmIoRUE/rMsbGxMc00IXIkj5nOz89X27P/hMhb1UkpIW+3Bqh/EyJPDbqSrKurCxMTE+Tk5AgejBDySnZ2Njp37izY9jt16oR79+4Jtn1CyOvkMdNlZWX4448/BNsHIeRP2dnZAABzc3NBtk/9mxD5q+tYXWORDABdunRBVlaWkJkIIf9TXFyMgoICdOnSRbB9mJubIzMzU7DtE0Jel5mZCQsLC8G2X/Xzgo7VhMhHZmYm9PT0YGJiItg+qH8TIj9v69+0SCaEs4yMDAAQtFBbWFjg4cOHKCsrE2wfhJA/ZWVlCXriy8zMDNra2nTyixA5EXqmAerfhMjT2/p3rYtkCwsLOvASIidZWVkQiUSC3cIFvDrwSqVSuuWaEDlgjCEnJ0fQE19aWlowMzOjQk2InAh9dwhA/ZsQeXpb/651kWxubk4HXkLkJDMzE+3atUOLFi0E20fV2W86+BIivIcPH6K0tJSuOhGiQuSxSKb+TYj8vK1/17pIfuedd/D06VN6wh4hcnD79m107dpV0H0YGxvDyMgIt27dEnQ/hBBUz5nQc92tWzfcvHlT0H0QQl6Rx7Ga+jch8vO2ma51kWxnZwcASElJESYVIaTatWvXIBaLBd+PnZ0dUlNTBd8PIeru2rVrMDY2RocOHQTdD800IfLx8OFD5Obmwt7eXtD9UP8mRH7e1r9rXSS3b98ebdu2pSElRGCMMaSlpVUfGIVkb29PM02IHKSmpgpepoFXM11QUID79+8Lvi9C1FnVyShbW1tB90P9mxD5qE//rnWRDLw6+NIZakKElZ2djWfPnsllkWxnZ4eUlBRIpVLB90WIOpPXIlksFkMkElGhJkRgKSkp6NChg6Af/1SF+jchwqtP/65zkUwHXkKElZqaCpFIJJdFslgsRklJCT28ixABSaVSpKeny2WmDQ0NYWZmRsdqQgQmrxNfAPVvQuShPv27zkVyWloaJBKJIOEIIa/OTpubm8PAwEDwfdna2kJDQwPXrl0TfF+EqKs7d+6gpKRELotk4NXJL5ppQoSVkpIit5mm/k2I8OrTv9+4SO7duzdKS0tx9epVQcIRQoC4uDi4uLjIZV96enqwsbFBfHy8XPZHiDqKjY1F8+bN5fIwPgBwdnammSZEQEVFRbh+/brcjtXUvwkRXn369xsXyVZWVjAxMUFsbKzMgxFCXj00ICEhAe7u7nLbp7u7O800IQKKjY2Fk5MTdHR05LI/d3d3ZGdn08O7CBFIQkICKisr4erqKpf9Uf8mRFj17d9vXCSLRCK4uLggLi5O5uEIIUBaWhoKCgrkvki+cuUKSktL5bZPQtRJbGws+vTpI7f99e7dG1paWnSsJkQgsbGx6NatG0xNTeWyP+rfhAirvv37jYtkgK46ESKkmJgYtGzZUm7vcwJezXRZWRkuX74st30Soi7y8vJw8+ZNuZ740tPTg1gspkJNiEBiY2PlOtMA9W9ChFTf/l3nItnNzQ0PHz5EVlaWLLMRQvDn+yG0tLTktk8LCwuYmprSwZcQAVS9N1he712sQoWaEGFUVFTg4sWLcHNzk+t+qX8TIpz69u86F8lOTk5o0aIFIiMjZRqOEHXHGENUVBQ8PDzkvm8PDw9ERUXJfb+EqLrIyEjY29ujdevWct2vh4cHkpOTUVBQINf9EqLqLl68iOfPn8v9WE39mxBhNKR/17lI1tXVRb9+/RARESGzcISQV4+ef/jwIQYPHiz3ffv4+ODcuXN4/vy53PdNiCoLDw/nMtNeXl7Q0NDAmTNn5L5vQlRZeHg4LCwsYGVlJdf9Uv8mRBgN6d91LpKBV4X6zJkz9HlthMhQeHg4TExM4ODgIPd9e3t7o7y8HOfOnZP7vglRVZmZmbh9+zZ8fHzkvm8DAwO4uroiPDxc7vsmRJVFRERwOfEFUP8mRAgN6d9vXSR/8MEHKCoqos9hJESGqg68GhpvHUGZa9++PXr27EmFmhAZOnnyJPT19eX+3sUqPj4+OHXqFBhjXPZPiKrJzc1FcnIylxNfAPVvQoTQkP791ldYWlqiW7duVKgJkZGioiLExcVxO/ACwODBg3Hy5Elu+ydE1YSHh8PLywva2tpc9j948GA8fvwYycnJXPZPiKoJDw+HlpYWPD09ueyf+jchstXQ/l2vy1gffPABjh492qRghJBXwsPDwRjDwIEDuWUYMmQIMjMzcf36dW4ZCFEVz58/R3R0NIYMGcItg1gsRseOHelYTYiMHDt2DB4eHmjZsiW3DNS/CZGdhvbvei2SR40ahfT0dCrUhMjA/v370b9/fxgbG3PL4Obmhs6dOyM0NJRbBkJUxbFjx1BeXo7hw4dzyyASiRAQEIB9+/Zxy0CIqnj+/DlOnDiBwMBArjmofxMiOw3t3/VaJFcV6v379zcpHCHqrri4GBERERg9ejTXHCKRCCNHjqSZJkQGQkND4eXlBRMTE645AgMDcfPmTaSkpHDNQYiyO3r0KCoqKjBixAiuOah/EyIbjenf9VokVxXqvXv3NjocIeTPA6+fnx/vKAgMDMStW7dw9epV3lEIUVrFxcU4deoU9ytOAODq6gpzc3O6Q4SQJqo68dWmTRuuOah/EyIbjenf9X607ujRo3H37l0q1IQ0wf79+zFw4EC0bt2adxT07t0bXbp0oUJNSBOEhYWhoqKC663WVeiWa0KarqioSGFOfAHUvwmRhcb073ovkp2dnWFhYYHdu3c3Khwh6i4/Px+nT5/mfqt1FZFIhMDAQOzduxdSqZR3HEKU0t69e+Ht7a0QJ76APwv1pUuXeEchRCkdOnQIjDGFOPEFUP8mpKka27/rvUgWiUQICgrCtm3bUFZW1uCAhKi7nTt3QltbG/7+/ryjVJs0aRKys7MRFRXFOwohSuf+/fs4ffo0Jk2axDtKNScnJ4jFYoSEhPCOQohSCgkJwYgRI2BkZMQ7CgDq34Q0VWP7d70XyQAwefJkPH36FMeOHWvQTgghrw68H374IdePk/g7a2truLm54aeffuIdhRClExISAmNjYwwdOpR3lNdMmjQJe/fuRXFxMe8ohCiVGzduID4+HpMnT+Yd5TXUvwlpvMb27wYtks3MzODt7U1nqAlpoLi4OKSlpWHKlCm8o9QwdepUHDlyBE+ePOEdhRClIZVKsW3bNgQFBUFbW5t3nNcEBQWhsrKSnohLSANt2bIFXbp0Qf/+/XlHeQ31b0Iapyn9u0GLZOBVoT59+jTu3r3b4J0Roq5CQkJgb2+P9957j3eUGgIDA6Gnp4edO3fyjkKI0jh16hSys7MV6lbrKoaGhhgxYgQVakIaoLy8HLt27cLkyZOhodHgeiw46t+ENFxT+neDfwr4+vrC1NSUDr6E1FNBQQFCQ0Mxbdo03lFq1bx5c4wbNw6bN2+mB3gRUk+bNm2Ch4cHrK2teUep1bRp03Dx4kVcuXKFdxRClMKBAwfw9OlT/OMf/+AdpVbUvwlpmKb27wYvkrW0tPDJJ59g8+bNeP78eaN2Sog6+fHHH6GtrY2JEyfyjvJGwcHBuHv3Lo4ePco7CiEK79atWzh+/DhmzZrFO8obeXh4wMHBAWvWrOEdhRClsGbNGowaNQodO3bkHaVW1L8JaZim9u9G3U/yz3/+ExKJBL/88kujdkqIuigrK8PGjRvx8ccfQ19fn3ecN+revTt8fX2pUBNSD2vWrEHXrl0V5iNi3mTOnDkIDQ1FTk4O7yiEKLTIyEgkJydj9uzZvKPUifo3IfUji/7dqEVy69atERQUhHXr1qGioqJROyZEHezatQt5eXn49NNPeUd5q3nz5iEmJgbx8fG8oxCisJ48eYKdO3dizpw5Cvm+xb8aM2YMTE1N8d133/GOQohCW7NmDTw9PeHs7Mw7Sp2ofxNSP7Lo340+ws+bNw/37t3D4cOHG71zQlQZYwzr1q3Dhx9+CDMzM95x3qpv377o3bs31q5dyzsKIQpr48aNaN68uUK/faKKtrY2ZsyYgS1btqCwsJB3HEIU0vXr13Hq1CnMmzePd5R6of5NSN1k1b8bvUi2sLCAn58fVqxYAcZYowMQoqqOHj2K9PR0zJ07l3eUepszZw4OHz6MGzdu8I5CiMIpKirCxo0bMWPGDOjp6fGOUy/Tpk2DSCTCDz/8wDsKIQppxYoVePfddzFkyBDeUeqF+jchdZNV/xaxJkxYamoqevbsiYMHD2LEiBFNCkKIKmGMwdHREV27dsXBgwd5x6k3qVSKnj17wsbGBnv37uUdhxCFsnTpUqxZswYZGRlo3bo17zj1tnjxYmzYsAGZmZkwNDTkHYcQhZGeng57e3vs3r0bo0eP5h2n3qh/E1I7GfbvpU1aJAOvPmM1PT0dKSkpCv/+LELk5cCBAxgzZgySk5Nhb2/PO06DVGW/cuUKxGIx7ziEKITCwkJYWFhg9uzZ+PLLL3nHaZDCwkJYWloiODgYS5Ys4R2HEIWhzB1WmbMTIhQZ9u+mL5Jv3bqFHj16KN1ZOEKEUnU11tbWFnv27OEdp8GqzsJZWlri0KFDvOMQohCU/WrssmXLsHr1aqW7Ck6IUK5fvw6xWKy0V2OpfxPyOhn376YvkgFgwoQJSEpKwvXr16GpqdnUzRGi1Hbv3o2goCCkpaXBysqKd5xGOXr0KPz8/JCUlARHR0fecQjhKi8vD5aWlvj888+xaNEi3nEapbi4GJaWlpg6dSqWL1/OOw4h3Pn5+eHevXtISkqCSCTiHadRqH8T8icZ92/ZLJLv3LmDHj164Pvvv8f06dObujlClFZpaSneffddeHp6KvXnGDLG4OrqCj09PURFRfGOQwhXwcHBCA0NxZ07d9CyZUvecRpt9erVWLJkCW7cuIFOnTrxjkMINxcuXICHhweOHz+uNA/sqg31b0JeEaB/y2aRDABz587F9u3bcfv2bbqVi6itZcuWYeXKlbh58yY6dOjAO06TJCQkwM3NDb/++iv8/Px4xyGEi99//x1isRibNm3CRx99xDtOk5SXl8PW1hZOTk7YvXs37ziEcCGVStG7d28YGhrizJkzvOM0GfVvQgTp37JbJBcVFaF79+4YN24cfc4qUUsPHjyAtbU1Pv/8c3z22We848jEhx9+iISEBKSnp6NZs2a84xAidz4+Pnjy5AmSkpJU4uE4YWFh8Pf3x/nz59GnTx/ecQiRu5CQEPzzn/9EcnIybG1tecdpMurfRN0J1L9lt0gGgE2bNiE4OBipqalK+15MQhpr4sSJiImJQXp6OnR1dXnHkYkHDx7AysoKX375JRYsWMA7DiFydfToUQwfPhznzp1D3759eceRGW9vb+Tl5SExMVElFv6E1FdxcTGsrKwwatQofPvtt7zjyAz1b6LOBOrfsl0kV1ZWwtHRER07dsTJkydltVlCFF7VrcmhoaEICAjgHUem/u///g9r167FjRs3YGpqyjsOIXJRVlYGOzs7ODo6Yt++fbzjyFRKSgocHR0REhKCf/zjH7zjECI38+fPx7Zt23Dr1i2VujWZ+jdRVwL2b9kukgHg/Pnz6NevH/bs2YMxY8bIctOEKCSJRIJevXqhXbt2KvH+pr978eIF7Ozs4ODg0NQPZidEaSxevBjffvst0tLSVPIhV8HBwdi7dy/S09NhYmLCOw4hgktOToazszM2btyIadOm8Y4jc9S/iboRuH/LfpEMANOnT8evv/5KB1+iFpYtW4ZvvvkGKSkp6Nq1K+84goiOjsaAAQNw6NAhpfw8SUIa4vr16+jVqxdWr16NmTNn8o4jiJKSEtjZ2cHNzQ27du3iHYcQQVVWVqJ3797Q09PD2bNnlfYjn96G+jdRJwL3b2EWyUVFRejRowcGDhyIrVu3ynrzhCiMW7duQSwWY+nSpZg/fz7vOIKaNGkSTp06hbS0NBgZGfGOQ4ggpFIp3n//fVRUVCAuLk6lP3s0PDwcQ4YMwZEjRzBs2DDecQgRzH//+18sXrwYycnJePfdd3nHEQz1b6Iu5NC/hVkkA8Dx48cxdOhQnDp1CoMGDRJiF4RwxRiDl5cX8vPzkZiYCG1tbd6RBFVQUIAePXrAz88PmzZt4h2HEEF8++23mD9/PhITE9GzZ0/ecQQ3btw4xMbG4vr169DX1+fPtfe4AAAfLklEQVQdhxCZy8rKgq2tLRYtWoR///vfvOMIjvo3UXVy6t/CLZIBICAgAElJSbh69SoMDQ2F2g0hXFSV6UuXLsHBwYF3HLnYv38/xo4di4iICDr4EpVz69YtODo6Yu7cufjPf/7DO45cPHnyBD169IC/vz+2bNnCOw4hMlVZWYn+/fvj6dOnuHz5ssqfzK5C/ZuoMjn1b2EXyXl5ebC3t4e7uzsOHDgg1G4Ikbu0tDQ4OTnh888/V4sz0381btw4REVFISUlBe3ateMdhxCZqKioQJ8+fSCRSBAfHw8dHR3ekeQmLCwMI0aMQGhoKEaNGsU7DiEys2zZMixbtgwXL16EWCzmHUduqH8TVSXH/i3sIhkATp8+DR8fH+zYsQPjx48XcleEyEVpaSl69+4NAwMDnD17VqXfs1ibwsJCiMVi9OjRAydOnFDZB6AQ9bJo0SJs2LABly9fVsvPGZ0yZQp+/fVXXLt2TSWf5k3UT1JSEtzc3LBq1SrMnj2bdxy5o/5NVI2c+7fwi2QAmD17Nn7++WckJyejW7duQu+OEEHNnDkTO3fuxNWrV9GlSxfecbiIiYlBv379sHHjRkyfPp13HEKa5MKFC/D09MSmTZswZcoU3nG4KCkpQa9evdC5c2dERERAQ0ODdyRCGq2kpASOjo4wNzfHqVOn1PZkLvVvokrk3L/ls0guLS2Fs7MzWrZsiXPnzqnNe0KI6jl69Cj8/Pywe/dujB07lnccrr744gusX78ely5dgo2NDe84hDRKbm4uHB0d4ezsjEOHDvGOw1ViYiLc3d2xbNkyLFiwgHccQhpt4sSJiIiIwLVr12Bqaso7DjfUv4mq4NC/5bNIBoD09HT07t0bQUFB2LBhgzx2SYhM3b59G05OTggICEBISAjvONxJJBJ4enoiNzcXly5dQqtWrXhHIqRBKisr4e3tjYyMDCQlJaF169a8I3G3evVqfPbZZzh16hT69+/POw4hDfbDDz9g5syZOH78OAYPHsw7DnfUv4my49S/5bdIBl49HMTf3x8///wzJk2aJK/dEtJkJSUlcHFxgZaWFuLi4tC8eXPekRTCH3/8gV69esHR0RFhYWF0iyZRKgsWLMD333+PmJgY9OrVi3cchcAYw5gxYxAVFYWkpCS1fUsJUU4JCQnw8PDAF198gS+//JJ3HIVB/ZsoK479W76LZACYP38+Nm7cSKWEKJWgoCAcP34cSUlJsLCw4B1HocTHx6Nfv35YvHix2j3pmyivI0eOYMSIEQgJCcFHH33EO45Cef78OVxcXKCjo4PY2Fg6KUiUQtVJWwcHBxw5coRO2v4N9W+ijDj2b/kvkisqKjBo0CBkZWXh0qVLMDY2lufuCWmwtWvXYsGCBQgPD8fAgQN5x1FI3333HebMmYNjx45hyJAhvOMQUqe0tDS4urriww8/xI8//sg7jkK6efMmnJ2dMWrUKHp7CVF45eXlGDhwIB48eIDExEQYGRnxjqRwqH8TZcO5fy+V+2k2LS0t7Nu3D4wx+Pn5obS0VN4RCKm3I0eO4F//+he++eYbWiDXITg4GBMmTMCYMWNw7do13nEIeaPHjx/D19cX9vb2+Pbbb3nHUVhWVlbYuXMntm7dilWrVvGOQ8gbMcYwdepUJCcn49dff6UF8htQ/ybKRBH6t9yvJFf5/fff4e7uDi8vL+zbt49uiyEK5/Lly/Dw8MCYMWPoSko9SCQSDBkyBOnp6UhISKDPWiUK5+XLl+jfvz+ePHmC+Ph4tG3blnckhbd+/XrMnTsXu3btwrhx43jHIaSGr776CsuWLcPhw4cxdOhQ3nEUHvVvougUpH/L/3brvzp//jwGDRqEuXPnYvny5bxiEFJDVlYWXFxc0LNnTxw/fhxaWlq8IymFoqIi9OnTB4wxxMTE0BOvicKQSqUYOXIkLly4gLi4OHTv3p13JKUxa9YsbNmyBVFRUXBzc+Mdh5Bq+/btw7hx47BhwwZ88sknvOMoDerfRFEpUP/mu0gGgO3bt2PSpEn48ccfMX36dJ5RCAEA5Ofno2/fvtDW1saFCxegr6/PO5JSqfoB5+joiCNHjtDnMhKFMHPmTISEhCAyMhLu7u684yiVyspK+Pv7Iz4+HjExMXSCgSiEqKgoDBkyBLNnz8bKlSt5x1E61L+JolGw/r2U++WxoKAg5OTk4JNPPoG+vj7dzkW4KioqwuDBg/H8+XPExsbyHlCl1KVLFxw7dgwDBgzA+PHjsWfPHmhqavKORdTY4sWL8eOPP2Lv3r20QG4ETU1N7NmzBwMGDICXlxcuXLgAc3Nz3rGIGouPj4efnx9GjhyJb775hnccpUT9mygSRezf3BfJwKsCU1JSgokTJ0JbWxujRo3iHYmooZcvX2LYsGHIzs7GuXPnYGZmxjuS0nJyckJ4eDi8vb3x0UcfYevWrfS+J8LF+vXr8fXXX2Pz5s10bGkCPT09nDp1Cv3798eAAQNw/vx5dOjQgXcsooZSUlLg6+sLd3d3bNu2jY4tTUD9mygCRe3fCrFIBoBvvvkGRUVFGD9+PPT09OhjZIhclZeXIyAgAGlpaYiOjoa1tTXvSErP3d29+kEqLVu2xMaNG3lHImrmhx9+wJw5c7B69WpMnTqVdxyl16pVK0RERKBfv37w9PTE+fPn0a5dO96xiBq5desWBg0aBAcHB4SFhUFHR4d3JKVH/ZvwpMj9W2FOv4lEImzYsAFjxozBqFGjEBUVxTsSURPl5eUYPXo0YmNjERERAVtbW96RVMbAgQOxZ88ebNmyBfPmzQPnRyAQNfLzzz9j5syZWL58OebNm8c7jsowMTHB6dOnIZFIMHjwYOTl5fGORNTErVu30L9/f3Tr1g1HjhyBrq4u70gqgfo34UXR+7fCLJIBQENDA7/88guGDx8OX19fHD9+nHckouJevHiB4cOHIzo6GidPnkSvXr14R1I5/v7+2LFjB7777jt8+umnkEqlvCMRFffdd99h6tSpWLx4MT777DPecVROx44dERUVhadPn6Jfv3549OgR70hExaWkpKBv377o1KkTTpw4AT09Pd6RVAr1byJvytC/FWqRDLx6QMjOnTsxfvx4+Pv748CBA7wjERX1/PlzDBs2DBcvXsSpU6foo00ENHbsWBw+fBhbt27FhAkTUFFRwTsSUVErV67E7NmzsWrVKnz11Ve846gsCwsLxMXFAXj11oqMjAzOiYiqunz5MgYMGABra2ucPn2aPlpQINS/ibwoS/9WuEUy8GpQt2zZghkzZmDs2LH45ZdfeEciKubp06cYOHAgrl+/jnPnzqF37968I6k8X19fnDx5EkePHsXIkSNRVlbGOxJRMV999RU+++wzrF+/HvPnz+cdR+WZmprit99+g4GBATw9PXH79m3ekYiKuXDhAvr37w9nZ2eEh4crxBNvVRn1byI0ZerfCrlIBl69R2Lt2rVYuHAhpk6dilWrVvGORFREVlYW+vTpg0ePHiEmJgZ2dna8I6kNT09PnDhxAmfPnsXQoUNRWFjIOxJRARKJBFOmTMHXX3+N7du3Izg4mHcktdG2bVv89ttvaN++Pd5//31cunSJdySiIg4dOgRvb294e3vj8OHDaN68Oe9IaoH6NxGKsvVvhV0kV/n666+xdu1afP755/j444/pNk3SJImJiXB1dYW2tjZiY2PRrVs33pHUTt++fREdHY20tDT06dMHOTk5vCMRJVZUVARfX1/s27cPhw8fxoQJE3hHUjutW7dGZGQkHB0d4enpibCwMN6RiJJbvXo1AgMDMXnyZOzdu5eeYs0B9W8iS8rYvxV+kQwAs2bNwqFDh7Bz504MGTKErj6RRgkLC0O/fv1gZ2eH8+fPo2PHjrwjqS1HR0ckJiZCW1sbLi4uSEpK4h2JKKGHDx+iX79+SE1Nxblz5+Dr68s7ktrS19fHsWPHMGnSJPj7+9P7wUmjVFZWYsaMGViwYAEWL16M77//HpqamrxjqS3q30QWlLV/K8UiGUD1E9BSUlLg4eGB7Oxs3pGIElm7di0CAgIwfvx4nDx5EgYGBrwjqb0OHTogOjoatra2dPWJNFhiYiKcnJwgkUiQkJCgkE/GVDeamprYsGEDVqxYgaVLl2LGjBmQSCS8YxElUVhYiGHDhuGXX37BwYMH6USLgqD+TZpCmfu30iySAcDZ2Rnx8fGorKzEe++9h8jISN6RiIIrKSnBuHHjsGDBAixfvhybN2+GlpYW71jkf1q1aoUTJ05g7Nix8Pf3x7///W9UVlbyjkUUXEhICN5//33Y2dkhJiYGnTt35h2J/MWCBQuwb98+bNu2DQMGDMDjx495RyIK7vr163ByckJycjKio6Ph7+/POxL5C+rfpKFUoX8r1SIZePWxE5cuXYKvry98fHzw1Vdf0eeuklrduXMHrq6uOH36NE6ePIkFCxbwjkRqoa2tjS1btmDbtm1Yu3YtBg4ciCdPnvCORRRQWVkZpk+fjmnTpmH27Nk4ceIEfRyMgho1ahSSkpKQl5cHsViM6Oho3pGIgtq3bx9cXFzQrl07XL58WaGfdqvOqH+T+lKV/q10i2QAaN68ObZu3Yr//ve/+PrrrxEQEICioiLesYgCOXbsGJycnNCsWTNcuXIFgwYN4h2JvMXEiRNx7tw53LlzBy4uLrhy5QrvSESB5OTk4P3338f+/fsRFhaGFStW0HsVFZy1tTXi4uLg7OwMHx8fbNiwgXckokAkEgnmzp2LcePGYcqUKfjtt99gamrKOxapA/Vv8jaq1L+VcpFcZc6cOYiKikJ8fDx69uyJuLg43pEIZ6WlpQgODsbw4cMREBCACxcu0K2YSsTJyQmXL1+GpaUl3NzcsGbNGjDGeMcinIWGhqJnz54oLS1FYmIihg0bxjsSqSdDQ0McPXoUX3zxBWbNmoURI0YgLy+PdyzC2e3bt+Hu7o4tW7Zg9+7dWL9+PbS1tXnHIvVE/Zv8nSr2b6VeJAOvPk4mJSUFtra26Nu3LxYtWkQPClFTaWlpcHFxwfbt27Fjxw789NNP0NXV5R2LNJCJiQnOnDmDlStX4vPPP4eXlxcePHjAOxbhoLi4GNOnT8fo0aPh6+uL+Ph4vPPOO7xjkQYSiUT48ssvERMTU328PnnyJO9YhJMdO3bA0dERUqkUly9fxtixY3lHIo1A/ZtUUdX+rfSLZOBVqT5y5AjWr1+P7777Dh4eHsjIyOAdi8gJYwzr16/He++9BwMDA6SkpGD8+PG8Y5EmEIlEmDVrFmJiYnD//n307NkThw8f5h2LyFFCQgIcHBwQFhaGY8eOYceOHdDT0+MdizSBq6srkpKS4OHhAV9fX8yfPx9lZWW8YxE5KSgoQEBAACZNmoRPPvkEcXFxsLKy4h2LNAH1b/Wm6v1bJRbJwKtSPWPGDFy+fBmlpaWws7PDypUr6Um5Ku7OnTvw8vLCv/71LyxcuBDR0dEwNzfnHYvIiJOTE65evYpx48bB398fgYGB9FAvFffy5UssWrQIffr0gYWFBZKTk+nzj1WIkZER9u/fj/379+Pnn3+Gra0tPdRLDRw7dgz29vaIjY3FiRMnsHLlSujo6PCORWSA+rd6Uov+zVRQeXk5W7FiBWvWrBlzcHBgSUlJvCMRGZNIJGzFihVMV1eXicVidunSJd6RiMBOnjzJzM3NmaGhIdu8eTOTSqW8IxEZO3v2LOvevTtr1aoVW79+PausrOQdiQjowYMHzM/Pj4lEIjZt2jRWWFjIOxKRsYcPHzJ/f38mEonYhAkTWF5eHu9IREDUv1WfGvXv/6jkIrlKWloac3NzY9ra2uyLL75gL1684B2JyEBcXByztbVlLVq0YKtWrWISiYR3JCInxcXFLDg4mGloaLCBAweyO3fu8I5EZODJkydswoQJDAALCAhgDx8+5B2JyNGuXbuYiYkJMzMzY2FhYbzjEBmoqKhg33//PdPX12fvvPMOi46O5h2JyBH1b9WkZv1btRfJjDFWWVlZ/YPa3Nyc7du3j65AKakHDx6wCRMmMJFIxLy8vGiBpMbi4+OZra0ta9asGVu0aBErKiriHYk0Qnl5OVu7di0zNDRkHTt2pAWSGsvNza0+UeLt7c3S0tJ4RyKNFB0dzcRiMdPW1mafffYZe/nyJe9IhAPq36pDTfu36i+Sq+Tm5rLg4GCmqanJnJ2dWXx8PO9IpJ7KysrY+vXrmb6+PjMzM2Pbt2+nH7SESSQStnnzZmZiYsKMjY3Z+vXrWUVFBe9YpJ7OnDnDbGxsmI6ODgsODqZbbQljjLGEhATm4uLCtLS02LRp09iTJ094RyL1lJOT81qRTk1N5R2JKADq38pLzfu3+iySqyQmJjJ3d3emoaHBJk2axLKysnhHIm9QWVnJdu3axbp06cJatmzJvv76azojTWrIy8tjn376KdPS0mK9evVip0+f5h2J1OHKlSvMx8en+tbqjIwM3pGIgqmsrGQhISGsXbt2rE2bNmzdunX0s1+B5efns4ULFzJdXV1mbW3NTpw4wTsSUUDUv5UH9W/GmDoukhljTCqVsr179zJLS0umo6PD/vnPf7L79+/zjkX+RyqVstDQUNajRw+mqanJJk2axB48eMA7FlFw169fZ4MHD2YAWN++fdm5c+d4RyJ/kZqaykaOHMlEIhF777332NmzZ3lHIgqusLCQLVy4kLVo0YJ17NiRbdy4kZWVlfGORf7n2bNnbMmSJczAwIAZGxuzdevWsfLyct6xiAKj/q3YqH+/Rj0XyVXKy8vZli1bWOfOnZmuri6bNWsWe/ToEe9YaksqlbKwsDAmFouZhoYGGzt2LLtx4wbvWETJxMbGsv79+zMAzMvLi8XGxvKOpNZ+//13NnbsWKahocHEYjELCwtTp9u1iAw8evSIBQcHs2bNmjFzc3P2008/0WKMo6KiIrZs2TJmZGTEjIyM2LJly+i5EKRBqH8rFurftVLvRXKVsrIytnnzZtaxY0emo6PDJkyYwK5fv847ltooKytj27dvZ7a2tkwkEjFfX1925coV3rGIkouJiWGenp4MAOvVqxfbvn07vWdZjpKSktiECROYpqYme/fdd+n7T5rs3r171Yvl9u3bsyVLlrCCggLesdTG48eP2ZIlS1jr1q1Zy5Yt2cKFC9nTp095xyJKjPo3X9S/60SL5L96+fIl27x5M7Oysqr+j4U+tkA4BQUFbPny5czU1JTp6OiwoKAglpKSwjsWUTHR0dHM19eXiUQiZmVlxTZv3qyO762Ri8rKSnbw4EHm4uLCADBXV1d28OBB+rxjIlPZ2dls7ty5zMDAgBkYGLB58+ax7Oxs3rFUVkpKCgsKCmI6OjrM1NSULV++nE5OEJmi/i1f1L/rhRbJtamsrGRHjhxhffv2ZQCYWCxmGzZsoDOmMhIXF8c++ugjpqenxwwNDdnChQvV+T0PRE7S09PZlClTmK6uLjM2NmZz585l6enpvGOphPv377OlS5eyLl26MA0NDTZixAgWExPDOxZRcc+ePWOrVq1iZmZmTFtbm40YMYKdOHGC7liQgZcvX7Ldu3czT09PJhKJmI2NDfv5559ZaWkp72hEhVH/Fhb17wahRfLbXLp0qfo/qObNm7MJEyaw8+fP846ldPLy8ti6deuYjY0NA8B69uzJNmzYQO9jInL3+PFjtnTpUmZhYcEAsD59+rDt27ezkpIS3tGUikQiYWFhYczX15dpamoyExMTNnfuXHbr1i3e0YiaKS8vZ3v27GH9+vVjIpGIderUiS1ZsoSuLjdCSkoKCw4OZq1bt64+8RAeHk7PESByR/1bNqh/N9p/RIwxBvJWRUVF2Lt3L0JCQpCUlISuXbti9OjRCAwMhFgs5h1PIRUXF+Po0aMIDQ3FqVOn0KxZM4wZMwZTpkyBk5MT73hEzUmlUkRGRiIkJARHjhyBrq4uhg8fjsDAQAwaNAg6Ojq8IyocqVSKmJgYhIaG4uDBg8jNzcWAAQMwZcoU+Pn50feMcHf79m2EhIRg+/btyM3NRd++fTF69GiMHDkSJiYmvOMppMzMTISGhmL//v1ITk5Gt27dMGXKFAQFBaF9+/a84xE1R/274ah/y8RSWiQ3wtWrV7F7926EhoYiJycHVlZW1Qdhe3t73vG4Ki4uRnh4OPbv34/w8HBUVFTAy8sLo0ePRkBAAPT09HhHJKSG3Nxc7N27F/v370d8fDwMDQ3h5+eHwMBAeHp6olmzZrwjclNZWYmEhAQcOHAABw8exIMHD2BnZ4fAwEB8+OGHsLCw4B2RkBokEglOnDiBffv24fjx4ygtLYWnpydGjx6NYcOGoW3btrwjcpWZmYlff/0VoaGhuHTpEoyNjeHv74+xY8fCw8MDIpGId0RCaqD+/WbUv2WOFslNlZaWhgMHDmDnzp3IyMhAu3btMGjQIAwdOhQDBw6EoaEh74iCy8jIwLFjx3D8+HFcuHABFRUVcHFxwahRozB27Fi1LyNEudy/fx+HDh3CgQMHEBcXB11dXbi7u8PLywvDhg3Du+++yzui4HJzc3H27FlERkbi6NGjePz4MSwsLBAYGIiJEyeiR48evCMSUm+lpaU4c+YMDhw4gMOHD+P58+fo0aMHhg4dCi8vL3h4eEBbW5t3TEGVlpYiJiYGkZGRiIyMxOXLl2FoaIihQ4di1KhR8PHxUfnvAVEt1L+pfwuMFsmyIpVKkZSUhIiICISHhyMxMREikQiurq7w8PCAq6sr3NzclH5opVIpfv/9d8TExCA2NhZRUVF4+PAh2rZtC29vbwwePBiDBg1CmzZteEclpMlycnIQERGBiIgIREZGori4GN27d0f//v3h5uYGd3d3WFpa8o7ZZI8fP0ZsbCxiY2Nx9uxZXL16Fc2aNcP7778PHx8fDB48WC1ODhDVV1JSgqioKISHhyMiIgJZWVkwMjJC//790adPH7i5ucHR0RFaWlq8ozbJixcvkJiYiJiYGMTExOD8+fN48eIF7Ozs4OPjAx8fH/Tp04feIkGUHvVv6t8CoUWyUPLz83HmzBmcOXMGsbGxuHnzJjQ0NGBjYwN3d3f06tULYrEYNjY2aNGiBe+4b5SdnY3U1FRcu3YN8fHxiIuLw9OnT9GyZUu4uLigX79+8PHxgYODAzQ0NHjHJUQwEokEsbGxOHXqFM6fP4/Lly+jrKwMpqamcHd3h4uLC8RiMezs7NCuXTvecd/o2bNnSE1NRWpqKi5evIjY2FjcvXsXmpqasLOzw/vvvw9vb294enoq9M8mQmThxo0biIiIQHR0NOLi4pCXlwc9PT04OTnB3d0dPXv2hL29Pbp27QpNTU3ecWslkUjw+++/IzU1FVeuXEFcXBwuX74MiUQCMzMz9OnTBwMGDICPjw/MzMx4xyVEUNS/iYzQIllecnNzERcXh5iYGMTFxeHatWsoKSmBhoYGunbtCnt7e/To0QNdu3ZFly5dYGFhgY4dO8rloFxUVISsrCxkZmYiKysLN2/erC7RhYWFAIAuXbqgd+/ecHd3h7u7O8RiscIWBkLkobS0FElJSdVXYBMTE/H48WMAQNu2bWFvbw87Ozt069ateqYtLCygq6sreLby8nLk5ORUz3VGRkb1TOfk5AAAjIyM4OjoWH31zNXVFfr6+oJnI0RRMcZw48aN6mN1QkICbt++jcrKSrRo0QI9evSAvb09rK2tYWFhUT3X8rpy8+jRo+rjdGZmJtLT05GamoobN25AIpFAR0cHNjY2cHNzg5ubG/r06YPOnTvLJRshior6N2kkWiTzIpVKkZGRgWvXrlUPRHp6OrKyslBaWgoA0NbWRufOnWFqagpjY2O0adMGxsbGMDY2hqGhIVq1agUA0NXVRfPmzQEAWlpaqKioAAA8ffoUAFBWVobCwkLk5+cjPz8feXl5yM/Pxx9//IF79+4hPz+/Olf79u3RrVs32NraQiwWw9bWFnZ2dtX7IoS8WW5uLlJSUpCSklI91xkZGSgoKKh+jampKTp16lQ901Vz3aZNG7Rq1QpaWlrQ1NSEgYEBgNdn+vnz55BIJGCM4dmzZygoKKie56pf9+7dw8OHD1FZWQkAaNmyJSwtLWFjYwN7e/vqxXunTp3k/w0iRMm8fPkSaWlpr830zZs38fDhQ0ilUgCAvr4+zM3N0bZtW5iYmLw224aGhtXHZwMDA2hqakJTUxNSqRSMMZSXl6OkpATAq/l+9uxZ9Sw/efKk+n8zMzNf6wadOnWCtbU17Ozsqmfa2tqa3ldMyFtQ/yb1RItkRVR1trjqzNIff/xRPWC5ubnIz89HUVFR9RC+TfPmzaGvr1990K76ZWJigk6dOr12latq2AkhslNUVPTaFaCqg+PffxUXF6O8vPyt26taRLdu3brGXHfo0OG1q1zGxsZy+BsSol6q7taomuucnBw8efKkxkmroqKi6kXw2xgYGMDAwOC1k2fGxsYwMTGpnucuXbrAzMyMriQRIgDq3+QvaJGsCkpLS/Hy5UsAr85aVX1cjZGREc9YhJBGkkql1bda/XWmW7ZsSVeKCFFSRUVFqKyshEQigaamJjQ0NKCjo0MfzUKIkqL+rdJokUwIIYQQQgghhPzPUnocGiGEEEIIIYQQ8j+0SCaEEEIIIYQQQv5HC8BK3iEIIYQQQgghhBAFEPP/pbTkPEIUQtcAAAAASUVORK5CYII=", "text/plain": [ "" ] @@ -464,7 +461,7 @@ "source": [ "## Concatenation\n", "\n", - "In this section we will cover how concatenation on anndata objects that use Dask arrays looks like. We first create another anndata object to concatenate with." + "In this section we will cover concatenating Dask-backed AnnData objects. First, we create another anndata object to concatenate with:" ] }, { @@ -488,7 +485,7 @@ } ], "source": [ - "adata2 = adata_with_dask(8192,8192)\n", + "adata2 = adata_with_dask(8192, 8192)\n", "adata2" ] }, @@ -497,7 +494,7 @@ "id": "a828bce3-d91f-4a03-94c6-b9f139ad2261", "metadata": {}, "source": [ - "We can see that the X attribute of adata also consist of four chunks." + "The `X` attribute of this adata also consists of four chunks:" ] }, { @@ -588,7 +585,7 @@ "metadata": {}, "outputs": [], "source": [ - "adata_concat = ad.concat([adata,adata2],index_unique='id')" + "adata_concat = ad.concat([adata, adata2],index_unique='id')" ] }, { @@ -596,7 +593,7 @@ "id": "2b116dd0-9d4b-44a5-8639-11d0f328ec45", "metadata": {}, "source": [ - "When we concatenate the whole object you can see that in the X of the result consists of eight chunks and they quite probably are just the source chunks aligned." + "When we concatenate the two adatas, the resulting `X` consists of the eight chunks from the source adatas:" ] }, { @@ -687,7 +684,7 @@ "id": "d236d2d3-74a5-4a5c-a56d-92ec023be954", "metadata": {}, "source": [ - "To confirm this we look at the computation graph. We can confirm that this new object's X is just the chunks of source X's put together." + "Looking at the computation graph, we can confirm that the new `X`'s chunks are just those of the source `X`'s." ] }, { @@ -698,7 +695,7 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "" ] @@ -717,7 +714,7 @@ "id": "6bcc4eb3-d3ba-4830-ae77-52aa52df1127", "metadata": {}, "source": [ - "Here for the obsm we also this. The chunk from both are just stacked on top." + "The new adata's `obsm` is similar: one chunk from each input adata, stacked." ] }, { @@ -808,7 +805,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ "" ] @@ -829,7 +826,7 @@ "source": [ "## Views\n", "\n", - "Let's see how our views of anndata objects play with Dask arrays." + "Let's see how our views of AnnData objects play with Dask arrays." ] }, { @@ -859,7 +856,7 @@ "id": "8e799501-8009-4734-a095-8a9945e036cf", "metadata": {}, "source": [ - "Below, you can see the values of the X attribute of the result. Which implies that the resulting object isn't \"lazy\" like Dask arrays. " + "The result is still a \"lazy\" Dask array:" ] }, { @@ -943,15 +940,56 @@ }, { "cell_type": "markdown", - "id": "0d62ea78-5206-4d4d-b8a1-ef1db50f9f6c", + "id": "76910cec-07c3-4506-9795-f9ef98f3a16e", "metadata": {}, "source": [ - "But our original adata remains unchanged." + "Calling `.compute()` materializes the slice into memory:" ] }, { "cell_type": "code", "execution_count": 19, + "id": "5cfeb111-4965-4c37-9191-633027c566fa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.0108367 , 0.28382864, 0.9360798 , ..., 0.52618062, 0.59004764,\n", + " 0.62039745],\n", + " [0.32746127, 0.76554293, 0.44635843, ..., 0.72054517, 0.17201924,\n", + " 0.67597256],\n", + " [0.70930772, 0.10462946, 0.66942566, ..., 0.46777305, 0.85501837,\n", + " 0.66550968],\n", + " ...,\n", + " [0.88829253, 0.03652444, 0.73521986, ..., 0.36912615, 0.33270242,\n", + " 0.99651464],\n", + " [0.3738551 , 0.2144048 , 0.05395079, ..., 0.3716109 , 0.78776837,\n", + " 0.25162666],\n", + " [0.60050641, 0.62585592, 0.98995585, ..., 0.03956337, 0.30491447,\n", + " 0.97628516]], shape=(500, 500))" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adata_slice_view.X.compute()" + ] + }, + { + "cell_type": "markdown", + "id": "0d62ea78-5206-4d4d-b8a1-ef1db50f9f6c", + "metadata": {}, + "source": [ + "But the original adata remains unchanged:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, "id": "109739e3", "metadata": {}, "outputs": [ @@ -1023,7 +1061,7 @@ "dask.array" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1042,7 +1080,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "id": "cb0543c7", "metadata": {}, "outputs": [ @@ -1055,19 +1093,19 @@ " layers: 'a'" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "small_view = adata_concat[[12,12,3,5,53],[1,2,5]]\n", + "small_view = adata_concat[[12, 12, 3, 5, 53],[1, 2, 5]]\n", "small_view" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "id": "8362620d", "metadata": { "scrolled": true @@ -1134,10 +1172,10 @@ "" ], "text/plain": [ - "dask.array" + "dask.array" ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1156,17 +1194,26 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "id": "d19a9668-6603-432f-b94f-0975caf3af68", "metadata": {}, "outputs": [], "source": [ - "categ_view = adata_concat[adata_concat.obs['batch'] == 'b']" + "mask = adata_concat.obs['batch'] == 'b'\n", + "categ_view = adata_concat[mask]" + ] + }, + { + "cell_type": "markdown", + "id": "c344547b-059d-40ed-afa2-5f688d8a9896", + "metadata": {}, + "source": [ + "`obs` is an in-memory `pd.DataFrame`, so `adata_concat.obs['batch'] == 'b'` is a boolean `pd.Series`, and each chunk is \"masked\" by its corresponding range." ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "id": "f278db22-86a7-4bbb-9738-4b9c64d9b995", "metadata": {}, "outputs": [ @@ -1188,18 +1235,18 @@ " \n", " \n", " Bytes \n", - " 511.62 MiB \n", - " 65.50 MiB \n", + " 510.50 MiB \n", + " 128.00 MiB \n", " \n", " \n", " \n", " Shape \n", - " (8186, 8192) \n", - " (2096, 4096) \n", + " (8168, 8192) \n", + " (4096, 4096) \n", " \n", " \n", " Dask graph \n", - " 8 chunks in 4 graph layers \n", + " 4 chunks in 4 graph layers \n", " \n", " \n", " Data type \n", @@ -1213,9 +1260,7 @@ "\n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", " \n", "\n", " \n", @@ -1224,21 +1269,21 @@ " \n", "\n", " \n", - " \n", + " \n", "\n", " \n", - " 8192\n", - " 8186\n", + " 8192\n", + " 8168\n", "\n", " \n", " \n", "" ], "text/plain": [ - "dask.array" + "dask.array" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1247,6 +1292,35 @@ "categ_view.X" ] }, + { + "cell_type": "markdown", + "id": "ce6d3f88-9e13-45ad-9156-33a4f88b2b1c", + "metadata": {}, + "source": [ + "The resulting number of rows matches the number of `True` elements in the `mask`:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "2e9b22a4-27b3-46c6-bdb0-e57266807854", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.int64(8168)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mask.sum()" + ] + }, { "cell_type": "markdown", "id": "0787478c", @@ -1257,7 +1331,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "id": "4aadf1c9", "metadata": {}, "outputs": [ @@ -1329,7 +1403,7 @@ "dask.array" ] }, - "execution_count": 24, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1348,29 +1422,29 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "id": "21e5d800", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0.81114836, 0.6155681 , 0.71416891, ..., 0.66920919, 0.33580076,\n", - " 0.12920279],\n", - " [0.00671454, 0.97405959, 0.82439798, ..., 0.13954503, 0.17895137,\n", - " 0.79356977],\n", - " [0.38870666, 0.47573504, 0.72575821, ..., 0.96240919, 0.60595132,\n", - " 0.22621635],\n", + "array([[0.0108367 , 0.28382864, 0.9360798 , ..., 0.92309787, 0.05939681,\n", + " 0.89591249],\n", + " [0.32746127, 0.76554293, 0.44635843, ..., 0.02995244, 0.71811621,\n", + " 0.49264767],\n", + " [0.70930772, 0.10462946, 0.66942566, ..., 0.15158576, 0.65742044,\n", + " 0.45014383],\n", " ...,\n", - " [0.34446286, 0.36435086, 0.56605972, ..., 0.72517602, 0.79974538,\n", - " 0.89232576],\n", - " [0.19953605, 0.78688055, 0.66993415, ..., 0.73216844, 0.14588037,\n", - " 0.28056473],\n", - " [0.48233576, 0.07140058, 0.73679539, ..., 0.9402766 , 0.98517065,\n", - " 0.41486173]])" + " [0.39549188, 0.92320419, 0.17637048, ..., 0.65675201, 0.27528794,\n", + " 0.17191972],\n", + " [0.88487203, 0.5408022 , 0.80737639, ..., 0.55172944, 0.9373794 ,\n", + " 0.34597532],\n", + " [0.30054249, 0.53527011, 0.15589345, ..., 0.00963602, 0.33234463,\n", + " 0.33513417]], shape=(16384, 8192))" ] }, - "execution_count": 25, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1390,7 +1464,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "id": "261a4d58-c238-4677-9890-e06a16f5cd22", "metadata": {}, "outputs": [], @@ -1400,29 +1474,29 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "id": "6f88a1b5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0.81114836, 0.6155681 , 0.71416891, ..., 0.66920919, 0.33580076,\n", - " 0.12920279],\n", - " [0.00671454, 0.97405959, 0.82439798, ..., 0.13954503, 0.17895137,\n", - " 0.79356977],\n", - " [0.38870666, 0.47573504, 0.72575821, ..., 0.96240919, 0.60595132,\n", - " 0.22621635],\n", + "array([[0.0108367 , 0.28382864, 0.9360798 , ..., 0.92309787, 0.05939681,\n", + " 0.89591249],\n", + " [0.32746127, 0.76554293, 0.44635843, ..., 0.02995244, 0.71811621,\n", + " 0.49264767],\n", + " [0.70930772, 0.10462946, 0.66942566, ..., 0.15158576, 0.65742044,\n", + " 0.45014383],\n", " ...,\n", - " [0.34446286, 0.36435086, 0.56605972, ..., 0.72517602, 0.79974538,\n", - " 0.89232576],\n", - " [0.19953605, 0.78688055, 0.66993415, ..., 0.73216844, 0.14588037,\n", - " 0.28056473],\n", - " [0.48233576, 0.07140058, 0.73679539, ..., 0.9402766 , 0.98517065,\n", - " 0.41486173]])" + " [0.39549188, 0.92320419, 0.17637048, ..., 0.65675201, 0.27528794,\n", + " 0.17191972],\n", + " [0.88487203, 0.5408022 , 0.80737639, ..., 0.55172944, 0.9373794 ,\n", + " 0.34597532],\n", + " [0.30054249, 0.53527011, 0.15589345, ..., 0.00963602, 0.33234463,\n", + " 0.33513417]], shape=(16384, 8192))" ] }, - "execution_count": 27, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1439,7 +1513,9 @@ "source": [ "## IO operations\n", "\n", - "Read/Write operations on `h5ad` and `Zarr` are supported. One should note that the lazy objects are materialized when this is called. For now, the anndata loaded from file won't be loaded with dask arrays in it." + "Dask-backed adatas can be saved as `h5ad` or [Zarr](https://zarr.dev/), but note that this materializes the lazy objects.\n", + "\n", + "Reading `h5ad`/Zarr files doesn't currently support loading dask arrays." ] }, { @@ -1452,17 +1528,17 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "id": "97c16a37-8326-40fd-b97b-2a79090c666e", "metadata": {}, "outputs": [], "source": [ - "adata = adata_with_dask(100,100)" + "adata = adata_with_dask(100, 100)" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "id": "f0e1b0f5-434c-469e-9366-3537e61711e4", "metadata": {}, "outputs": [], @@ -1472,11 +1548,9 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "id": "44aba881-1ecb-4cec-9770-4b5989197a15", - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [ { "data": { @@ -1542,7 +1616,7 @@ "dask.array" ] }, - "execution_count": 30, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1554,16 +1628,14 @@ { "cell_type": "markdown", "id": "2d390470-bff0-4227-83a9-6b07593325d5", - "metadata": { - "tags": [] - }, + "metadata": {}, "source": [ "### Read h5ad" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 33, "id": "a0b5a461-6eb6-405e-8f30-90ed5f14fee4", "metadata": {}, "outputs": [], @@ -1573,29 +1645,29 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, "id": "2b607652-fe8d-4ce9-a48d-5cfb8a156b84", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0.94530803, 0.5603623 , 0.88396408, ..., 0.5849379 , 0.83891198,\n", - " 0.47558545],\n", - " [0.15451784, 0.02692963, 0.9621184 , ..., 0.74202933, 0.21178086,\n", - " 0.04160213],\n", - " [0.89403029, 0.81384801, 0.82572102, ..., 0.6824308 , 0.56349224,\n", - " 0.28945738],\n", + "array([[0.37998954, 0.63980702, 0.26274465, ..., 0.7947513 , 0.17282635,\n", + " 0.9798995 ],\n", + " [0.90467226, 0.35865872, 0.93086325, ..., 0.68528928, 0.93964226,\n", + " 0.09023157],\n", + " [0.61849182, 0.08411113, 0.69053532, ..., 0.95105956, 0.66507056,\n", + " 0.72127758],\n", " ...,\n", - " [0.13949498, 0.03908582, 0.07293669, ..., 0.35253434, 0.67779358,\n", - " 0.33458721],\n", - " [0.56197331, 0.69960036, 0.28042814, ..., 0.44178619, 0.55637234,\n", - " 0.22577015],\n", - " [0.53397526, 0.36173157, 0.04517696, ..., 0.67863092, 0.1851758 ,\n", - " 0.43036704]])" + " [0.11676974, 0.89049662, 0.3712748 , ..., 0.81927027, 0.28500624,\n", + " 0.61784644],\n", + " [0.84302444, 0.40759716, 0.49456791, ..., 0.71104587, 0.18751357,\n", + " 0.48834237],\n", + " [0.97498015, 0.94652343, 0.29063082, ..., 0.7025696 , 0.9207584 ,\n", + " 0.50216227]], shape=(100, 100))" ] }, - "execution_count": 32, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1614,7 +1686,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 35, "id": "55abd05c-1d4f-4dc6-a8b4-a3f2f9772ab6", "metadata": {}, "outputs": [], @@ -1624,7 +1696,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 36, "id": "0c0697e4-6a3a-41af-afcb-a52d269cc7bc", "metadata": {}, "outputs": [ @@ -1692,7 +1764,7 @@ "dask.array" ] }, - "execution_count": 34, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1711,7 +1783,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 37, "id": "1aabb21c-b186-42b4-96b0-82dc0d114a0a", "metadata": {}, "outputs": [], @@ -1721,29 +1793,29 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 38, "id": "5e7c26d3-8c4a-4c70-aeab-e62c2ca092a3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0.94530803, 0.5603623 , 0.88396408, ..., 0.5849379 , 0.83891198,\n", - " 0.47558545],\n", - " [0.15451784, 0.02692963, 0.9621184 , ..., 0.74202933, 0.21178086,\n", - " 0.04160213],\n", - " [0.89403029, 0.81384801, 0.82572102, ..., 0.6824308 , 0.56349224,\n", - " 0.28945738],\n", + "array([[0.37998954, 0.63980702, 0.26274465, ..., 0.7947513 , 0.17282635,\n", + " 0.9798995 ],\n", + " [0.90467226, 0.35865872, 0.93086325, ..., 0.68528928, 0.93964226,\n", + " 0.09023157],\n", + " [0.61849182, 0.08411113, 0.69053532, ..., 0.95105956, 0.66507056,\n", + " 0.72127758],\n", " ...,\n", - " [0.13949498, 0.03908582, 0.07293669, ..., 0.35253434, 0.67779358,\n", - " 0.33458721],\n", - " [0.56197331, 0.69960036, 0.28042814, ..., 0.44178619, 0.55637234,\n", - " 0.22577015],\n", - " [0.53397526, 0.36173157, 0.04517696, ..., 0.67863092, 0.1851758 ,\n", - " 0.43036704]])" + " [0.11676974, 0.89049662, 0.3712748 , ..., 0.81927027, 0.28500624,\n", + " 0.61784644],\n", + " [0.84302444, 0.40759716, 0.49456791, ..., 0.71104587, 0.18751357,\n", + " 0.48834237],\n", + " [0.97498015, 0.94652343, 0.29063082, ..., 0.7025696 , 0.9207584 ,\n", + " 0.50216227]], shape=(100, 100))" ] }, - "execution_count": 36, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1786,7 +1858,7 @@ "kernelspec": { "display_name": "Python 3", "language": "python", - "name": "python3.bak" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1798,7 +1870,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.8" } }, "nbformat": 4, diff --git a/regenerate.sh b/regenerate.sh new file mode 100755 index 0000000..5003938 --- /dev/null +++ b/regenerate.sh @@ -0,0 +1,23 @@ +#!/usr/bin/env bash +# Deterministically regenerate notebooks in this directory: +# ```bash +# ./regenerate.sh anndata_dask_array # Regenerate a single notebook +# ./regenerate.sh # Regenerate all notebooks +# ``` + +set -eo pipefail + +cd "$(dirname "${BASH_SOURCE[0]}")" + +name=anndata-notebooks +docker build -t $name . + +if [ $# -eq 0 ]; then + set -- *.ipynb +fi + +for nb in "$@"; do + nb="${nb%.ipynb}.ipynb" + echo "Executing nb: $nb" >&2 + docker run -i --rm "--name=$name" -v "$PWD:/src" "$name" "$nb" +done