{
"cells": [
{
"cell_type": "markdown",
"id": "eb139e9e",
"metadata": {},
"source": [
"# Where cells sit in the cycle\n",
"\n",
"A knockout that stalls the cell cycle changes how much DNA its cells hold. This tutorial shows how to place single\n",
"cells on the cycle with {func}`~mantispy.tl.fit_cell_cycle` and {func}`~mantispy.tl.project_cell_cycle`, and how\n",
"to read what they write. [How the cell-cycle model works](cell_cycle_method.ipynb) explains each step of the model.\n",
"\n",
"What you can learn depends on what you measured:\n",
"\n",
"| What you measured | What you get | How |\n",
"| --- | --- | --- |\n",
"| a DNA stain | each cell's phase probabilities, a position for S cells, the population prior for G1 and G2M cells, and the cells below 2N or above 4N | {func}`~mantispy.tl.fit_cell_cycle`, {func}`~mantispy.tl.project_cell_cycle` |\n",
"| other channels that change through the cycle | an experimental order of the cells within a phase | {func}`~mantispy.tl.phase_order` |\n",
"| a marker of a phase, or a paired modality | a check of that order, and a split of G2M into G2 and mitosis | your own comparison |\n",
"\n",
"The cells come from an optical pooled CRISPR screen in HeLa cells ({func}`~mantispy.ds.aconcagua_cells`). They are\n",
"the cells of eight genes and the non-targeting controls, imaged in four channels: DAPI for DNA, gamma-H2AX for DNA\n",
"damage, phalloidin for actin, and alpha-tubulin. Each gene's function predicts a place in the cycle, so we\n",
"state the predictions before looking:\n",
"\n",
"| Gene | Function | Prediction |\n",
"| --- | --- | --- |\n",
"| RRM1 | makes the nucleotides DNA replication needs | more cells in S |\n",
"| HAUS6, SKA2 | build and attach the mitotic spindle | more cells in G2M |\n",
"| DTL | stops DNA from being copied twice in one cycle | more cells above 4N |\n",
"| PSMB7 | a proteasome subunit, without which cells pile up before and in mitosis | more cells in G2M |\n",
"| SF3B3 | a spliceosome subunit, whose loss stalls cells both in G1 and at G2 and M | more cells in G2M |\n",
"| ITGAV, TLN1 | cell adhesion, with no known direct role in the cycle | the same as the controls |\n",
"\n",
"The [optical pooled screens case study](../../case_studies/optical_pooled_screens.ipynb) puts these genes in the\n",
"context of the whole screen.\n",
"\n",
"## What the input needs\n",
"\n",
"- The integrated intensity of a DNA stain, such as DAPI or Hoechst, per nucleus. It must be raw, since a normalized\n",
" feature no longer doubles from G1 to G2. A pipeline that measured the image background should subtract it first.\n",
"- Reference cells that cycle in steady state, normally the negative controls.\n",
"- Groups within which the stain reads the same, to find the G1 peak in: the well in a pooled screen, where every well\n",
" holds controls, or the plate in an arrayed screen.\n",
"- Optionally, the nuclear area and solidity, for the shape checks.\n",
"- Optionally, other channels for an order within a phase, and a marker to check it against."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "b4bcf083",
"metadata": {
"execution": {
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"shell.execute_reply": "2026-11-14T21:01:54.838569Z"
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'GH2AX': 355, 'DAPI': 353, 'PHALLOIDIN': 353, 'TUBULIN': 353}\n"
]
},
{
"data": {
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"
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"\n",
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Metadata_Gene
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nontargeting
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TLN1
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SF3B3
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HAUS6
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ITGAV
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PSMB7
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RRM1
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DTL
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SKA2
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"text/plain": [
"Metadata_Gene nontargeting TLN1 SF3B3 HAUS6 ITGAV PSMB7 RRM1 DTL \\\n",
"cells 24166 2049 1984 1969 1921 1903 1890 1830 \n",
"\n",
"Metadata_Gene SKA2 \n",
"cells 962 "
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"import mantispy as mt\n",
"\n",
"plt.rcParams[\"figure.dpi\"] = 110\n",
"\n",
"cells = mt.ds.aconcagua_cells()\n",
"print(cells.var[\"channel\"].str.split(\"|\").explode().value_counts().rename(\"features per channel\").to_dict())\n",
"cells.obs[\"Metadata_Gene\"].value_counts().rename(\"cells\").to_frame().T"
]
},
{
"cell_type": "markdown",
"id": "328c4fd7",
"metadata": {},
"source": [
"## From the DNA stain alone\n",
"\n",
"### DNA content\n",
"\n",
"{func}`~mantispy.tl.dna_content` turns the integrated DAPI intensity into DNA content in doublings, the log2 of the\n",
"intensity over that of the G1 peak. A G1 nucleus sits near 0, and a nucleus with twice that DNA sits near 1. We call\n",
"the two amounts 2N and 4N, as is usual for the G1 and G2 DNA content, although HeLa cells are hypertriploid.\n",
"\n",
"Staining differs between wells, so in a pooled screen the G1 peak is found per well, and ``reference=\"negcon\"`` finds\n",
"it on the non-targeting cells alone. A knockout that empties G1 then cannot move the peak of its well. In an arrayed\n",
"screen, where a well holds one treatment, the controls of each plate set its peak instead:\n",
"\n",
"```python\n",
"mt.tl.dna_content(cells, dna_feature=..., by=\"Metadata_Plate\", reference=\"negcon\")\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "841dfb53",
"metadata": {
"execution": {
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},
"outputs": [],
"source": [
"mt.tl.dna_content(\n",
" cells,\n",
" dna_feature=\"Nuclei_Intensity_IntegratedIntensity_DAPI\",\n",
" by=(\"Metadata_Plate\", \"Metadata_Well\"),\n",
" reference=\"negcon\",\n",
")"
]
},
{
"cell_type": "markdown",
"id": "ac0d68af",
"metadata": {},
"source": [
"### Fitting the cycle on the controls\n",
"\n",
"{func}`~mantispy.tl.fit_cell_cycle` checks that the controls cycle, then fits a G1 peak, S cells and a G2M peak to\n",
"their DNA content, with a flat background for cells off the cycle. [How the model works](cell_cycle_method.ipynb#the-template)\n",
"gives its assumptions. With ``qc_features``, it also learns shape cutoffs from the controls, used further down."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "8767f493",
"metadata": {
"execution": {
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}
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"share of the cycle in G1, S and G2M: [0.57 0.3 0.14]\n"
]
},
{
"data": {
"text/plain": [
"passed the check True\n",
"2N peak (doublings) -0.005\n",
"4N peak (doublings) 0.92\n",
"2N peak width (doublings) 0.096\n",
"share of cells in G1 0.65\n",
"share of cells in S 0.25\n",
"share of cells in G2M 0.1\n",
"share of cells off the cycle 0.023\n",
"dtype: object"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mt.tl.fit_cell_cycle(cells, reference=\"negcon\", qc_features=(\"Nuclei_AreaShape_Area\", \"Nuclei_AreaShape_Solidity\"))\n",
"model = cells.uns[\"mantispy\"][\"cell_cycle\"]\n",
"print(\"share of the cycle in G1, S and G2M:\", np.round(np.diff(model[\"edges\"]), 2))\n",
"pd.Series(\n",
" {\n",
" \"passed the check\": model[\"passed\"],\n",
" \"2N peak (doublings)\": round(model[\"peaks\"][0], 3),\n",
" \"4N peak (doublings)\": round(model[\"peaks\"][1], 3),\n",
" \"2N peak width (doublings)\": round(model[\"sd\"], 3),\n",
" \"share of cells in G1\": round(model[\"fractions\"][0], 2),\n",
" \"share of cells in S\": round(model[\"fractions\"][1], 2),\n",
" \"share of cells in G2M\": round(model[\"fractions\"][2], 2),\n",
" \"share of cells off the cycle\": round(model[\"off_cycle\"], 3),\n",
" }\n",
")"
]
},
{
"cell_type": "markdown",
"id": "e2458e91",
"metadata": {},
"source": [
"The controls pass the check. Their 2N peak sits at -0.005 doublings and their 4N peak at 0.92, short of 1. One\n",
"cause is an image background that was not subtracted, as [how the model works](cell_cycle_method.ipynb#the-input-dna-content)\n",
"shows. Of the control cells on the cycle, 65% are in G1, 25% in S and 10% in G2M, and 2.3% of all control cells sit\n",
"off the cycle. Converted with the age distribution of a growing population, the three shares become 57%, 30% and 14%\n",
"of the cycle, kept in ``model[\"edges\"]``. A position is a fraction of the cycle, not a time in hours.\n",
"\n",
"{func}`~mantispy.tl.project_cell_cycle` places every cell, knockouts included, on the controls' model. It writes:\n",
"\n",
"- ``obsm[\"cell_cycle_probabilities\"]``: the probability of G1, S, G2M, sub-2N and above-4N;\n",
"- ``obs[\"cell_cycle_phase\"]``: the most probable of the five, a convenience for counting;\n",
"- ``obs[\"cell_cycle_position\"]`` and ``obsm[\"cell_cycle_quantiles\"]``: the median of the posterior position and its\n",
" 5%, 25%, 75% and 95% quantiles, for cells on the cycle;\n",
"- ``obs[\"cell_cycle_qc\"]``: the shape checks, further down;\n",
"- ``uns[\"mantispy\"][\"cell_cycle_wells\"]``: a check of each well's stain, further down."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "fe3ab1c6",
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"execution": {
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{
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"text/plain": [
" Metadata_DNAContent cell_cycle_phase G1 S G2M sub-2N above-4N \\\n",
"0 0.14 G1 0.79 0.20 0.00 0.00 0.00 \n",
"1 0.27 S 0.13 0.85 0.00 0.02 0.00 \n",
"3 1.00 G2M 0.00 0.18 0.81 0.00 0.01 \n",
"5 1.45 above-4N 0.00 0.00 0.00 0.00 1.00 \n",
"205 -0.84 sub-2N 0.00 0.00 0.00 1.00 0.00 \n",
"\n",
" 5% 25% 50% 75% 95% \n",
"0 0.03 0.16 0.33 0.53 0.62 \n",
"1 0.18 0.61 0.63 0.65 0.68 \n",
"3 0.83 0.87 0.91 0.96 0.99 \n",
"5 NaN NaN NaN NaN NaN \n",
"205 NaN NaN NaN NaN NaN "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mt.tl.project_cell_cycle(cells)\n",
"example = cells.obs.groupby(\"cell_cycle_phase\", observed=True).head(1).index\n",
"pd.concat(\n",
" [\n",
" cells.obs.loc[example, [\"Metadata_DNAContent\", \"cell_cycle_phase\"]],\n",
" cells.obsm[\"cell_cycle_probabilities\"].loc[example],\n",
" cells.obsm[\"cell_cycle_quantiles\"].loc[example],\n",
" ],\n",
" axis=1,\n",
").round(2)"
]
},
{
"cell_type": "markdown",
"id": "f5b937bc",
"metadata": {},
"source": [
"The stain check could not judge two of the wells. The checks further down come back to them.\n",
"\n",
"In the table, a cell at 0.14 doublings is in G1 with probability 0.79 and in S with 0.20, since a cell early in S\n",
"holds little more DNA than one in G1. A cell at 0.27 doublings is in S with probability 0.85, and the middle half of\n",
"its posterior spans 0.61 to 0.65 of the cycle. A cell at 1.00 doublings is in G2M with probability 0.81, and the\n",
"middle half of its posterior spans 0.87 to 0.96, most of G2M. The cells at 1.45 and -0.84 doublings sit above 4N and\n",
"below 2N, and have no position.\n",
"\n",
"So the position means something per cell only in S. Within G1 and G2M it is the population prior, as\n",
"[the posterior for one cell](cell_cycle_method.ipynb#the-posterior-for-one-cell) shows. Don't correlate it with\n",
"morphology inside those phases."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "35cf4f03",
"metadata": {
"execution": {
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"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"cell_cycle_phase\n",
"G1 0.670\n",
"S 0.196\n",
"G2M 0.120\n",
"above-4N 0.011\n",
"sub-2N 0.004\n",
"Name: proportion, dtype: float64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"controls = cells[cells.obs[\"Metadata_Control_Type\"] == \"negcon\"]\n",
"mt.pl.cell_cycle(controls, dna_feature=\"Metadata_DNAContent\", by=None)\n",
"plt.gca().set_xlabel(\"DNA content (doublings)\")\n",
"plt.show()\n",
"controls.obs[\"cell_cycle_phase\"].value_counts(normalize=True).round(3)"
]
},
{
"cell_type": "markdown",
"id": "024d5938",
"metadata": {},
"source": [
"Counted by their most probable phase, 67% of control cells are in G1, 20% in S, 12% in G2M, 1.1% above 4N and\n",
"0.4% below 2N. The counted shares differ a little from the fitted ones, since the most probable phase gives some early S cells\n",
"to G1 and some late S cells to G2M.\n",
"\n",
"### The cell-cycle clock\n",
"\n",
"{func}`~mantispy.pl.cell_cycle_clock` draws the placement as a ring, with position 0 at the top. Each cell's angle is\n",
"a position drawn from its posterior, so the ring fills. The S arc places each cell from its own DNA, and the G1 and\n",
"G2M arcs are shaded and labeled as the population prior."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e03290f5",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:01:56.928160Z",
"iopub.status.busy": "2026-11-14T21:01:56.927943Z",
"iopub.status.idle": "2026-11-14T21:01:57.965102Z",
"shell.execute_reply": "2026-11-14T21:01:57.964384Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mt.pl.cell_cycle_clock(cells)"
]
},
{
"cell_type": "markdown",
"id": "6b29f939",
"metadata": {},
"source": [
"The same placement reads as a density with ``kind=\"rings\"``. The drawn positions are smoothed into one curve over\n",
"every cell, filled by phase, and the dashed circle marks the height the curve would have if the cells spread evenly\n",
"over the cycle. The smoothing wraps across division, so the end of G2M runs into the start of G1."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d44a9833",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:01:57.968305Z",
"iopub.status.busy": "2026-11-14T21:01:57.967731Z",
"iopub.status.idle": "2026-11-14T21:01:58.049538Z",
"shell.execute_reply": "2026-11-14T21:01:58.048831Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mt.pl.cell_cycle_clock(cells, kind=\"rings\")"
]
},
{
"cell_type": "markdown",
"id": "04939082",
"metadata": {},
"source": [
"The curve rises above the dashed circle early in G1 and falls back to it late in G1, because the population prior\n",
"puts a cell early in G1 more often than late. Within the G1 and G2M arcs the shape comes from the prior, not from the\n",
"cells, so read how much of the curve sits in each arc rather than its shape there. The S arc places each cell from\n",
"its own DNA."
]
},
{
"cell_type": "markdown",
"id": "9d98c958",
"metadata": {},
"source": [
"### Shape checks\n",
"\n",
"With ``qc_features``, ``obs[\"cell_cycle_qc\"]`` gives the first shape check a nucleus fails, with cutoffs learned\n",
"from the controls ([why](cell_cycle_method.ipynb#off-the-cycle-and-nuclei-that-are-not-single-cells)):\n",
"\n",
"- ``\"irregular\"``: a solidity, the nucleus' area over that of its convex hull, below the controls';\n",
"- ``\"small\"``: an area below the controls';\n",
"- ``\"dim\"``: too little DNA per area;\n",
"- ``\"ok\"``: none of these.\n",
"\n",
"Mitotic cells condense their chromosomes, so they can fail the same checks as merged nuclei and fragments.\n",
"Whether to drop flagged cells depends on the cell line and the question, and ``checks=`` in\n",
"{func}`~mantispy.tl.project_cell_cycle` picks the checks to apply. The screen's image classifier, whose interphase and\n",
"mitotic calls are in ``Metadata_Class``, shows what the flags catch in these HeLa cells."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "7950a3b9",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:01:58.051649Z",
"iopub.status.busy": "2026-11-14T21:01:58.051340Z",
"iopub.status.idle": "2026-11-14T21:01:58.109514Z",
"shell.execute_reply": "2026-11-14T21:01:58.108816Z"
}
},
"outputs": [
{
"data": {
"text/html": [
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"text/plain": [
"col_0 interphase mitotic\n",
"cell_cycle_qc \n",
"ok 0.982 0.458\n",
"irregular 0.016 0.410\n",
"small 0.001 0.132\n",
"dim 0.000 0.000"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mitotic = cells.obs[\"Metadata_Class\"] == \"Mitotic\"\n",
"pd.crosstab(cells.obs[\"cell_cycle_qc\"], np.where(mitotic, \"mitotic\", \"interphase\"), normalize=\"columns\").round(3)"
]
},
{
"cell_type": "markdown",
"id": "e300bd3d",
"metadata": {},
"source": [
"The checks pass 98% of interphase cells but flag 54% of the cells the classifier calls mitotic, 41% as irregular\n",
"and 13% as small. Dropping flagged cells here would remove about half of the mitoses, so the rest of the tutorial keeps\n",
"every cell.\n",
"\n",
"### Effects of the knockouts\n",
"\n",
"The DNA content of each gene's cells, colored by phase, shows the effects before any test."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "1cec601f",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:01:58.111259Z",
"iopub.status.busy": "2026-11-14T21:01:58.111082Z",
"iopub.status.idle": "2026-11-14T21:01:59.057564Z",
"shell.execute_reply": "2026-11-14T21:01:59.056459Z"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mt.pl.cell_cycle(cells, dna_feature=\"Metadata_DNAContent\", by=\"Metadata_Gene\", ncols=3)\n",
"for axis in plt.gcf().axes:\n",
" axis.set_xlabel(\"DNA content (doublings)\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f2a9de70",
"metadata": {},
"source": [
"RRM1 has more cells in S, DTL more above 4N, and PSMB7 and SF3B3 a higher 4N peak. HAUS6 adds some cells above 4N as\n",
"well as at 4N, while ITGAV and TLN1 look like the controls.\n",
"\n",
"{func}`~mantispy.tl.composition_shift` tests each gene's phase shares against the controls'. It compares shares within\n",
"each well of each plate and takes the guide as the unit. The p-value comes from relabeling whole guides, since cells\n",
"of one guide share the guide's efficiency and are not independent. With 999 permutations, a p-value cannot go below\n",
"0.001, and four guides per gene limit how small an effect the test can find.\n",
"\n",
"In the first table, the gain is the change in the share of cells whose most probable phase is the predicted one, and\n",
"the expected gain counts each cell by its probabilities instead. The distance is the total variation distance over\n",
"all five phases. A prediction holds when the q-value is below 0.05 and the predicted phase gains more than 5\n",
"percentage points. For ITGAV and TLN1 it holds when the q-value is 0.05 or more. The second table gives the change in\n",
"every phase."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "90dd6dd8",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:01:59.062017Z",
"iopub.status.busy": "2026-11-14T21:01:59.061791Z",
"iopub.status.idle": "2026-11-14T21:02:08.423931Z",
"shell.execute_reply": "2026-11-14T21:02:08.423106Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" G1 S G2M sub-2N above-4N\n",
"group \n",
"PSMB7 -0.137 -0.008 0.136 -0.001 0.010\n",
"DTL -0.332 -0.082 0.061 0.001 0.352\n",
"SF3B3 -0.110 -0.009 0.115 -0.001 0.005\n",
"SKA2 -0.152 0.018 0.108 0.000 0.025\n",
"HAUS6 -0.135 0.009 0.097 0.006 0.024\n",
"ITGAV -0.027 0.021 -0.006 -0.000 0.012\n",
"TLN1 -0.033 0.007 0.027 -0.000 -0.001\n",
"RRM1 -0.322 0.278 0.032 0.001 0.010"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"shift[[\"G1\", \"S\", \"G2M\", \"sub-2N\", \"above-4N\"]].round(3)"
]
},
{
"cell_type": "markdown",
"id": "ae0782dc",
"metadata": {},
"source": [
"Every predicted gain is significant, and ITGAV and TLN1 show no significant change. RRM1 gains 28 percentage\n",
"points of its cells in S, and DTL gains 35 above 4N. HAUS6, SKA2, PSMB7 and SF3B3 gain 10 to 14 points in G2M, with\n",
"q-values from 0.003 to 0.036. ITGAV and TLN1 sit at a total variation distance of 0.03 from the controls, with\n",
"q-values of 0.42. No change was found, which does not show that there is none.\n",
"\n",
"SF3B3's G1 share falls by 11 points rather than rising, so of the stall in G1 and at G2 and M that its function\n",
"predicts, only the G2 and M part shows. The PSMB7 cells imaged are those that survived losing the proteasome, so its\n",
"shares may understate the arrest.\n",
"\n",
"The guides of a gene should agree. The table gives each guide's share of cells per phase."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "908d12dd",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:08.436415Z",
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{
"data": {
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cell_cycle_phase
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sub-2N
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DTL
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TTTCCAGCAAA
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0.30
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CTGATTCCTTA
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GCAGATACAAG
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0.62
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CCTACCTAGAA
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"text/plain": [
"cell_cycle_phase G1 S G2M sub-2N above-4N\n",
"Metadata_Gene Metadata_sgRNA \n",
"DTL ACAGCTGTATT 0.27 0.09 0.22 0.00 0.42\n",
" AGGTGATAAAC 0.47 0.14 0.17 0.01 0.21\n",
" TGAAGCTGCCT 0.31 0.11 0.16 0.01 0.41\n",
" TTTCCAGCAAA 0.30 0.14 0.14 0.00 0.42\n",
"HAUS6 AAATTATATGA 0.33 0.22 0.36 0.03 0.06\n",
" AACTTGAGATC 0.62 0.20 0.15 0.00 0.02\n",
" ATGCATTTGTG 0.58 0.20 0.18 0.01 0.03\n",
" CTGATTCCTTA 0.51 0.22 0.22 0.01 0.03\n",
"ITGAV AACGATGAGCT 0.69 0.20 0.10 0.00 0.01\n",
" AAGTTACTTCG 0.65 0.21 0.11 0.01 0.03\n",
" AGAACATGACT 0.63 0.21 0.12 0.00 0.04\n",
" GCACCTCTCTT 0.62 0.24 0.12 0.00 0.02\n",
"PSMB7 AACTGGCACGA 0.40 0.23 0.33 0.00 0.04\n",
" GAAAACGTTAC 0.48 0.21 0.28 0.00 0.03\n",
" GCAGATACAAG 0.62 0.15 0.21 0.01 0.01\n",
" TAAGTTGCCTT 0.54 0.19 0.25 0.00 0.02\n",
"RRM1 CCTACCTAGAA 0.29 0.48 0.20 0.00 0.02\n",
" CTTGTACCCCA 0.32 0.52 0.13 0.00 0.03\n",
" GTAATCCAAGG 0.31 0.55 0.11 0.01 0.02\n",
" TGGCAAACACT 0.43 0.38 0.16 0.01 0.02\n",
"SF3B3 AAGAATAGCTC 0.43 0.18 0.38 0.00 0.02\n",
" AGCAGACAATG 0.66 0.17 0.16 0.01 0.01\n",
" CCACAGGCCAC 0.44 0.23 0.31 0.00 0.02\n",
" TGAGCCGGATC 0.52 0.18 0.28 0.00 0.01\n",
"SKA2 CAACAGCAACT 0.47 0.26 0.23 0.00 0.03\n",
" GGATTACATTC 0.52 0.21 0.25 0.01 0.01\n",
" GGTCGATAAGC 0.50 0.17 0.32 0.01 0.00\n",
" TCATCCTGATT 0.58 0.17 0.20 0.00 0.04\n",
"TLN1 AACTGTGAAGA 0.60 0.23 0.16 0.00 0.02\n",
" CAAGCTTAAAC 0.66 0.18 0.15 0.00 0.01\n",
" GCGGCAGGCGT 0.70 0.19 0.10 0.01 0.01\n",
" GGAAGAACAAG 0.64 0.18 0.17 0.00 0.01"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"per_guide = pd.crosstab(\n",
" [cells.obs[\"Metadata_Gene\"], cells.obs[\"Metadata_sgRNA\"]], cells.obs[\"cell_cycle_phase\"], normalize=\"index\"\n",
")\n",
"per_guide.drop(index=\"nontargeting\", level=0).round(2)"
]
},
{
"cell_type": "markdown",
"id": "4b2d983a",
"metadata": {},
"source": [
"The guides mostly agree, but several genes have one guide that differs. One HAUS6 guide, AAATTATATGA, has 36% of\n",
"its cells in G2M against 15% to 22% for the other three, and one SF3B3 guide, AGCAGACAATG, looks close to the\n",
"controls. One DTL guide has 21% of its cells above 4N against 41% to 42% for the others, and one RRM1 guide 38% in S\n",
"against about half.\n",
"\n",
"### Checks on the measurement\n",
"\n",
"The well check locates each well's 2N and 4N peaks. If both sit off the controls' peaks by the same amount, the well\n",
"reads its DNA stain differently, and every position in it carries that shift. A warning names any well shifted by more\n",
"than the width of the 2N peak. A well with only one of the two peaks, such as one where a knockout arrested every\n",
"cell, cannot tell a shifted stain from a shifted population, so it is not judged and its shift is missing. The\n",
"positions are never corrected."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "73aff62f",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:08.495354Z",
"iopub.status.busy": "2026-11-14T21:02:08.495128Z",
"iopub.status.idle": "2026-11-14T21:02:08.507371Z",
"shell.execute_reply": "2026-11-14T21:02:08.506727Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"44 of 46 wells checked; the 2N peak width is 0.096 doublings\n",
"not judged: [['6', 'B01'], ['7', 'A02']]\n"
]
},
{
"data": {
"text/html": [
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"text/plain": [
" Metadata_Plate Metadata_Well n_cells shift\n",
"41 8 A02 858 -0.080\n",
"40 8 A01 857 -0.062\n",
"37 7 B01 860 0.040\n",
"10 2 B02 850 0.065"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wells = cells.uns[\"mantispy\"][\"cell_cycle_wells\"]\n",
"print(f\"{wells['shift'].notna().sum()} of {len(wells)} wells checked; the 2N peak width is {model['sd']:.3f} doublings\")\n",
"print(\"not judged:\", wells.loc[wells[\"shift\"].isna(), [\"Metadata_Plate\", \"Metadata_Well\"]].to_numpy().tolist())\n",
"judged = wells.dropna(subset=[\"shift\"]).sort_values(\"shift\")\n",
"judged.round(3).iloc[[0, 1, -2, -1]]"
]
},
{
"cell_type": "markdown",
"id": "18313d39",
"metadata": {},
"source": [
"The check judged 44 of the 46 wells. Well B01 on plate 6 shows no 4N peak the check can find, and in well A02 on\n",
"plate 7 the gap between the peaks differs from the controls'.\n",
"The largest shift, -0.080 doublings, is smaller than the 2N peak width, so no well was flagged. Only small shifts are\n",
"expected here, since each well's G1 peak was set by its own non-targeting cells. In an arrayed screen, with\n",
"``by=\"Metadata_Plate\"``, a well that stains differently from the rest of its plate would show up in this check.\n",
"\n",
"### When the check fails\n",
"\n",
"The cycle model needs a reference that cycles. A reference that does not, such as the RRM1 knockouts with their cells\n",
"spread through S, fails the check, and the model is marked as failed."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "b7efbaea",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:08.509181Z",
"iopub.status.busy": "2026-11-14T21:02:08.508964Z",
"iopub.status.idle": "2026-11-14T21:02:08.617260Z",
"shell.execute_reply": "2026-11-14T21:02:08.616698Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
WARNING fit_cell_cycle: the reference shows no separate 2N and 4N peaks, so project_cell_cycle will give NaN \n",
"
\n"
],
"text/plain": [
"\u001b[33mWARNING \u001b[0m fit_cell_cycle: the reference shows no separate 2N and 4N peaks, so project_cell_cycle will give NaN \n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"is_peak False\n",
"peak_ratio 0.638471\n",
"valley_ratio 1.154976\n",
"s_floor 0.902673\n",
"s_share 0.363492\n",
"dtype: object"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cells.obs[\"is_RRM1\"] = (cells.obs[\"Metadata_Gene\"] == \"RRM1\").to_numpy()\n",
"mt.tl.fit_cell_cycle(cells, reference=\"is_RRM1\", key_added=\"rrm1_model\")\n",
"pd.Series(cells.uns[\"mantispy\"][\"rrm1_model\"][\"check\"])"
]
},
{
"cell_type": "markdown",
"id": "cef0d14f",
"metadata": {},
"source": [
"The warning says the reference shows no separate 2N and 4N peaks. The model keeps the measures of the check in\n",
"``check``, and projecting with a failed model gives ``NaN`` for every cell. RRM1's S cells fill the gap between the peaks, so the valley is higher than\n",
"the 4N peak, a ratio of 1.155, and the 4N density is no peak of its own. The Notes of\n",
"{func}`~mantispy.tl.fit_cell_cycle` list the criteria, and [how the model works](cell_cycle_method.ipynb#the-check-before-the-fit)\n",
"shows passing and failing populations. When the controls themselves fail, check that the input is the raw integrated\n",
"intensity, that ``by`` matches the screen, and that the controls are cycling cells. If the stain does not resolve a\n",
"4N peak at all, {func}`~mantispy.tl.dna_state` still calls cells 2N, S or 4N from fixed gates on the DNA content,\n",
"without positions.\n",
"\n",
"## With other channels: an order within a phase\n",
"\n",
"DNA content cannot order cells within G1 or G2M, but the other channels may. {func}`~mantispy.tl.phase_order` orders\n",
"the cells of one phase without labels. It fits an axis of progress through S from the other features on the controls,\n",
"carries it into the phase, smooths it along the cells' nearest neighbors, and places every cell of the phase against\n",
"the controls. [How the cell-cycle model works](cell_cycle_method.ipynb#an-order-within-a-phase-step-by-step) shows\n",
"each step, and where it worked and where it did not.\n",
"\n",
"The order is experimental, and every call warns. The table sums each channel's feature weights."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "9e5e1279",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:08.618908Z",
"iopub.status.busy": "2026-11-14T21:02:08.618737Z",
"iopub.status.idle": "2026-11-14T21:02:19.214829Z",
"shell.execute_reply": "2026-11-14T21:02:19.214101Z"
}
},
"outputs": [
{
"data": {
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GH2AX
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75.49
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0.58
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289
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TUBULIN
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27.96
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0.19
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286
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PHALLOIDIN
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287
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GH2AX|PHALLOIDIN
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0.45
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18
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TUBULIN|GH2AX
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2.75
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"
0.45
\n",
"
18
\n",
"
\n",
"
\n",
"
TUBULIN|PHALLOIDIN
\n",
"
0.97
\n",
"
0.15
\n",
"
18
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" summed weight largest weight features\n",
"channel \n",
"GH2AX 75.49 0.58 289\n",
"TUBULIN 27.96 0.19 286\n",
"PHALLOIDIN 16.21 0.14 287\n",
"GH2AX|PHALLOIDIN 2.82 0.45 18\n",
"TUBULIN|GH2AX 2.75 0.45 18\n",
"TUBULIN|PHALLOIDIN 0.97 0.15 18"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mt.tl.phase_order(cells, phase=\"G2M\")\n",
"entry = cells.uns[\"mantispy\"][\"cell_cycle_G2M_order\"]\n",
"weights = pd.Series(entry[\"weights\"], index=entry[\"features\"])\n",
"channel = cells.var.loc[weights.index, \"channel\"]\n",
"pd.DataFrame(\n",
" {\n",
" \"summed weight\": weights.groupby(channel).sum(),\n",
" \"largest weight\": weights.groupby(channel).max(),\n",
" \"features\": weights.groupby(channel).size(),\n",
" }\n",
").sort_values(\"summed weight\", ascending=False).round(2)"
]
},
{
"cell_type": "markdown",
"id": "cfd48dfe",
"metadata": {},
"source": [
"Gamma-H2AX carries most of the weight, then tubulin and phalloidin. Each weight is a feature's rank correlation with DNA\n",
"content in S, and gamma-H2AX features reach 0.58, so the order within G2M here is largely an order of gamma-H2AX, a\n",
"marker of DNA damage. The five features with the\n",
"largest weights all measure it."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "87edfc43",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:19.216905Z",
"iopub.status.busy": "2026-11-14T21:02:19.216703Z",
"iopub.status.idle": "2026-11-14T21:02:19.222244Z",
"shell.execute_reply": "2026-11-14T21:02:19.221545Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Cells_Texture_SumVariance_GH2AX_5 0.578\n",
"Cells_Texture_Variance_GH2AX_5 0.575\n",
"Cells_Intensity_StdIntensity_GH2AX 0.575\n",
"Nuclei_Intensity_UpperQuartileIntensity_GH2AX 0.536\n",
"Cells_PFTAS_Stat45_GH2AX 0.535\n",
"dtype: float64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"weights.sort_values(ascending=False).head(5).round(3)"
]
},
{
"cell_type": "markdown",
"id": "32880287",
"metadata": {},
"source": [
"A knockout that damages DNA will then read as late in G2M, whether or not its cells are.\n",
"\n",
"## With a marker: checking the order\n",
"\n",
"The screen's image classifier labels each cell interphase or mitotic, in ``Metadata_Class``. An order that follows\n",
"progress puts mitotic cells late. The labels serve here only as that check."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "7921dbc3",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:19.223886Z",
"iopub.status.busy": "2026-11-14T21:02:19.223692Z",
"iopub.status.idle": "2026-11-14T21:02:19.958319Z",
"shell.execute_reply": "2026-11-14T21:02:19.957618Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUROC of the G2M order for mitotic calls, control cells in G2M: 0.88\n"
]
},
{
"data": {
"text/plain": [
"first 0.050\n",
"second 0.058\n",
"third 0.338\n",
"fourth 0.762\n",
"Name: share mitotic, dtype: float64"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import roc_auc_score\n",
"\n",
"in_g2m = (cells.obs[\"cell_cycle_phase\"] == \"G2M\").to_numpy()\n",
"check = in_g2m & (cells.obs[\"Metadata_Control_Type\"] == \"negcon\").to_numpy()\n",
"order = cells.obs[\"cell_cycle_G2M_order\"].to_numpy()\n",
"print(\n",
" f\"AUROC of the G2M order for mitotic calls, control cells in G2M: {roc_auc_score(mitotic[check], order[check]):.2f}\"\n",
")\n",
"quarter = pd.qcut(order[check], 4, labels=[\"first\", \"second\", \"third\", \"fourth\"])\n",
"pd.Series(mitotic[check].to_numpy()).groupby(quarter, observed=True).mean().rename(\"share mitotic\").round(3)"
]
},
{
"cell_type": "markdown",
"id": "78b84ff3",
"metadata": {},
"source": [
"On the controls the order does follow mitosis. Mitotic cells sit late, with an AUROC of 0.88, and the share of\n",
"mitotic cells rises from 5% in the first quarter of the order to 76% in the last. The check covers one dataset, the only one here\n",
"with a label.\n",
"\n",
"With the order present, the clock places G2M cells along their arc by it and labels the arc as the experimental\n",
"order. Highlighting the classifier's mitotic calls among the controls shows where they land."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "bd89e840",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:19.959918Z",
"iopub.status.busy": "2026-11-14T21:02:19.959726Z",
"iopub.status.idle": "2026-11-14T21:02:20.133996Z",
"shell.execute_reply": "2026-11-14T21:02:20.133363Z"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"controls = cells[cells.obs[\"Metadata_Control_Type\"] == \"negcon\"]\n",
"mt.pl.cell_cycle_clock(controls, color=\"Metadata_Class\", groups=[\"Mitotic\"])"
]
},
{
"cell_type": "markdown",
"id": "4eddcdb1",
"metadata": {},
"source": [
"Mitotic calls pile up at the late end of the G2M arc, just before division. Others spread over the G1 arc, where the\n",
"angle follows the prior, and some fall in S.\n",
"\n",
"Across the knockouts, the order and the mitotic share disagree. The table gives, for each gene's G2M cells, the\n",
"median order, the share the classifier calls mitotic, and the median nuclear gamma-H2AX."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "28dd5ec9",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:20.136847Z",
"iopub.status.busy": "2026-11-14T21:02:20.136644Z",
"iopub.status.idle": "2026-11-14T21:02:20.223324Z",
"shell.execute_reply": "2026-11-14T21:02:20.222598Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
median order in G2M
\n",
"
share mitotic in G2M
\n",
"
median nuclear gamma-H2AX in G2M
\n",
"
\n",
"
\n",
"
Metadata_Gene
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
"
PSMB7
\n",
"
0.251
\n",
"
0.068
\n",
"
1414.047974
\n",
"
\n",
"
\n",
"
DTL
\n",
"
0.481
\n",
"
0.055
\n",
"
1730.063965
\n",
"
\n",
"
\n",
"
nontargeting
\n",
"
0.487
\n",
"
0.302
\n",
"
1722.130981
\n",
"
\n",
"
\n",
"
ITGAV
\n",
"
0.560
\n",
"
0.226
\n",
"
1810.863037
\n",
"
\n",
"
\n",
"
TLN1
\n",
"
0.586
\n",
"
0.332
\n",
"
1857.599976
\n",
"
\n",
"
\n",
"
HAUS6
\n",
"
0.619
\n",
"
0.637
\n",
"
1924.536987
\n",
"
\n",
"
\n",
"
SKA2
\n",
"
0.635
\n",
"
0.560
\n",
"
1932.307007
\n",
"
\n",
"
\n",
"
RRM1
\n",
"
0.713
\n",
"
0.087
\n",
"
2519.260986
\n",
"
\n",
"
\n",
"
SF3B3
\n",
"
0.860
\n",
"
0.277
\n",
"
2985.529053
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" median order in G2M share mitotic in G2M \\\n",
"Metadata_Gene \n",
"PSMB7 0.251 0.068 \n",
"DTL 0.481 0.055 \n",
"nontargeting 0.487 0.302 \n",
"ITGAV 0.560 0.226 \n",
"TLN1 0.586 0.332 \n",
"HAUS6 0.619 0.637 \n",
"SKA2 0.635 0.560 \n",
"RRM1 0.713 0.087 \n",
"SF3B3 0.860 0.277 \n",
"\n",
" median nuclear gamma-H2AX in G2M \n",
"Metadata_Gene \n",
"PSMB7 1414.047974 \n",
"DTL 1730.063965 \n",
"nontargeting 1722.130981 \n",
"ITGAV 1810.863037 \n",
"TLN1 1857.599976 \n",
"HAUS6 1924.536987 \n",
"SKA2 1932.307007 \n",
"RRM1 2519.260986 \n",
"SF3B3 2985.529053 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gh2ax = cells[:, \"Nuclei_Intensity_MeanIntensity_GH2AX\"].to_df().iloc[:, 0]\n",
"g2m_cells = cells.obs.loc[in_g2m]\n",
"pd.DataFrame(\n",
" {\n",
" \"median order in G2M\": g2m_cells.groupby(\"Metadata_Gene\", observed=True)[\"cell_cycle_G2M_order\"].median(),\n",
" \"share mitotic in G2M\": mitotic[in_g2m].groupby(g2m_cells[\"Metadata_Gene\"], observed=True).mean(),\n",
" \"median nuclear gamma-H2AX in G2M\": gh2ax[in_g2m].groupby(g2m_cells[\"Metadata_Gene\"], observed=True).median(),\n",
" }\n",
").sort_values(\"median order in G2M\").round(3)"
]
},
{
"cell_type": "markdown",
"id": "cc722e9f",
"metadata": {},
"source": [
"SF3B3's G2M cells sit latest in the order, at a median of 0.86, yet 28% of them are mitotic, about as many as the\n",
"controls' 30% at 0.49. They carry the most gamma-H2AX. RRM1's G2M cells sit at 0.71 with 9% mitotic, and also carry\n",
"more gamma-H2AX than the controls. PSMB7's sit earliest, at 0.25, with the least gamma-H2AX. HAUS6 and SKA2, whose\n",
"G2M cells are 64% and 56% mitotic, sit at 0.62 and 0.64, later than the controls. Sorted by median order, the genes\n",
"are also sorted by gamma-H2AX, except that DTL and the controls swap, and the mitotic share follows no such order. Read it as progress only for knockouts that leave DNA damage alone, and check any\n",
"reading against the mitotic share.\n",
"\n",
"Highlighting three of the knockouts on the clock, against a gray background of all the other cells, shows where each\n",
"one lands."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "905460d1",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:20.225050Z",
"iopub.status.busy": "2026-11-14T21:02:20.224865Z",
"iopub.status.idle": "2026-11-14T21:02:20.429282Z",
"shell.execute_reply": "2026-11-14T21:02:20.428654Z"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mt.pl.cell_cycle_clock(cells, color=\"Metadata_Gene\", groups=[\"RRM1\", \"HAUS6\", \"DTL\"])"
]
},
{
"cell_type": "markdown",
"id": "ca1bac4f",
"metadata": {},
"source": [
"Many of RRM1's cells sit on the S arc, and its G2M cells sit late in the order. HAUS6's G2M cells sit late as well,\n",
"as cells held in mitosis should. DTL's cells on the cycle lean toward G2M, and its largest effect, the cells above 4N,\n",
"is off the ring, since those cells have no position.\n",
"\n",
"The classifier also splits each gene's G2M calls into G2 and mitosis (M), which suggests which knockouts hold cells in\n",
"mitosis and which before it. The split covers only cells called G2M. A quarter of the cells the classifier calls\n",
"mitotic are called G1 (second table), so the gains in M likely understate the change."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "f180cce5",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:20.432869Z",
"iopub.status.busy": "2026-11-14T21:02:20.432669Z",
"iopub.status.idle": "2026-11-14T21:02:20.472958Z",
"shell.execute_reply": "2026-11-14T21:02:20.472317Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
"Metadata_Class Interphase Mitotic\n",
"cell_cycle_phase \n",
"G1 0.645 0.248\n",
"S 0.213 0.137\n",
"G2M 0.113 0.505\n",
"sub-2N 0.003 0.016\n",
"above-4N 0.025 0.093"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.crosstab(cells.obs[\"cell_cycle_phase\"], cells.obs[\"Metadata_Class\"], normalize=\"columns\").round(3)"
]
},
{
"cell_type": "markdown",
"id": "61000fc3",
"metadata": {},
"source": [
"HAUS6 and SKA2 gain 10 and 9 percentage points of their cells in mitosis and almost none in G2, consistent with an\n",
"arrest in mitosis, as spindle defects predict. Both also gain about 2 points above 4N, as cells that leave a mitotic\n",
"arrest without dividing would. PSMB7 gains 16 points in G2 and has slightly fewer cells in mitosis than the controls,\n",
"and DTL gains 9 points in G2, consistent with an arrest before mitosis. For PSMB7 that matches only the G2 half of\n",
"the prediction. SF3B3 gains 9 points in G2 and 3 in mitosis. Half of the cells the classifier calls mitotic (51%) are\n",
"in G2M, and a quarter (25%) sit at 2N, possibly anaphase figures segmented as two nuclei, or classifier errors."
]
},
{
"cell_type": "markdown",
"id": "1c6f85c3",
"metadata": {},
"source": [
"### Comparing knockouts as densities\n",
"\n",
"Markers of several knockouts stack on top of each other on one clock. With ``kind=\"rings\"``, each gene's cells on\n",
"the cycle become one smoothed density on its own ring, in the order of ``groups``, the first outermost.\n",
"``reference=\"nontargeting\"`` adds the controls as the first ring, in gray, and draws their density as the dashed line\n",
"of every ring, so a knockout's excess in a phase shows where its ring rises above the dashed line. Because each\n",
"density sums to one, a rise in one arc comes with a dip elsewhere. Each density covers only the\n",
"gene's cells on the cycle, so it shows how they spread over the cycle, while the tables above give the shares\n",
"including the cells off it."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "fcb77c4f",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:20.498522Z",
"iopub.status.busy": "2026-11-14T21:02:20.498206Z",
"iopub.status.idle": "2026-11-14T21:02:20.677137Z",
"shell.execute_reply": "2026-11-14T21:02:20.676513Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mt.pl.cell_cycle_clock(\n",
" cells, kind=\"rings\", color=\"Metadata_Gene\", groups=[\"RRM1\", \"HAUS6\", \"DTL\"], reference=\"nontargeting\"\n",
")"
]
},
{
"cell_type": "markdown",
"id": "70e53bf3",
"metadata": {},
"source": [
"RRM1's ring rises above the controls through S, which is the gain in S the composition test found. HAUS6's rises\n",
"late in G2M, and DTL's rises in G2M as well. DTL's cells above 4N, its largest effect, are off the cycle and so not in\n",
"its ring. Since {func}`~mantispy.tl.phase_order` has run, the G2M arc follows the experimental order instead of the\n",
"prior, so where a density sits within G2M comes from that order, which here mostly tracks gamma-H2AX (see above).\n",
"\n",
"To see every gene at once, ``groupby=`` draws one small clock per gene, each filled by phase, with the controls'\n",
"density as the dashed line and the controls' own clock first."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "c29fdf28",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:20.679701Z",
"iopub.status.busy": "2026-11-14T21:02:20.679503Z",
"iopub.status.idle": "2026-11-14T21:02:21.465801Z",
"shell.execute_reply": "2026-11-14T21:02:21.465094Z"
}
},
"outputs": [
{
"data": {
"image/png": 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VFWHv3r2IjIw0G1DJmv2DgoJMP99yyy0YNWqUg0pLCD8cPHgQeXl52L9/v1kPskmTJiElJQUlJSWYNWsWli9fjuTkZIwbNw7FxcXYv38/Nm7caNp+06ZNePzxxzF48GCIxWJs3LgRM2fORM+ePYHLY98sW7YMw4YNQ69evfDrr7/i3XffveagTYQInZ+fHzZs2ICZM2di7dq16N+/PziOw44dO3DTTTdBIpFg2bJlePTRR/HUU0+Z7bt582b8+OOPePHFFzFt2jQ8/PDDyMnJwdq1a132eghxBI1Gg2nTpiEmJgZxcXHIyMjA0aNHsXXr1la3bxns/Fpa7uUaGxvx22+/Yfr06YiNjTWtX7ZsGWbMmAGlUmn319LZuGUjwLvvvgtfX1/Tz7fccovZB913330X06ZNw8mTJ3Hbbbdh4sSJpvVt7fvTTz9h/fr1KC0thUKhQFhYGE6fPo0//vgD3t7eePvtt7FhwwZTt5WrjycWi7F792789ttvaG5uxptvvonk5GT4+PiYtvnuu+9w9OhRnDhxAiEhIZg4caJpkMEjR45g8+bNqK2thUgkQnBwMN58803g8qAbr776qtnv4tFHH0WvXr2sPjchrrB48WLg8iMrvXr1wsKFC81GX27h7e2NxYsXW3Q/btn/SlRBEHcwceJEiyyIRCIsXrwYYWFhaGhowLJly8waAHC5u/5nn32G2tpahIWF4Y8//sBff/2FjIwMjB07Ft98841Zo9lHH32EnJwc7N27FzqdDg888AAGDx5sWi+Xy7F3715s3LgRVVVVeOSRR67ZLZQQvvL19cXixYst6ofIyEi8//77FtsPGzYM2dnZ2L59O/Ly8hAYGIinnnoKPXr0gEqlwvz583HPPfdY7PfRRx+ZegIoFAp8//33aGpqQnBwsANfHSGOs3jxYnTp0sVieXJyMtLS0rBr1y5kZWVh5MiRWLt2rdlnn8WLF7d67QcGBmLx4sWmR5mvvJdTKpWYM2cORo4cabbP4MGDLZaRjmG46z3wThwiMzPTNCr/nj17MHnyZFRUVFjVNUbI5yaEEEIIIYQQ4lpu2ROA7958802o1Wp4e3tj/fr1eOedd5z2IdyV5yaEEEIIIYQQ4lrUE8AFDAYDtmzZguLiYgwZMgS9e/fuFOcmhBBCCCGEEOJa1AhACCGEEEIIIYR0EjQsPCGEEEIIIYQQ0klQIwAhhBBCCCGEENJJUCMAIYQQQgghhBDSSfC+EeDixYv44osv8P777+P48eOm5TqdDt9//z0WL15smosVAFauXInvvvvO9LNKpcLChQuRnp7u9LITwgeUIUJsQxkixDaUIUJsQxki9sbrRoA9e/Zg8ODBOHnyJGpqavDwww9j1apVAICZM2di7969yMnJwaBBg9DQ0AAAWLduHV5//XU0NzcDADZt2oQvv/wSmZmZLn0thLgCZYgQ21CGCLENZYgQ21CGiCOIXV2A63nmmWfw888/Y+TIkQAAo9GI7OxsAMAHH3yA+Ph4AEBWVhZyc3PRp08fAMCYMWPw559/YurUqVi7di0mT57swldBiOtQhgixDWWIENtQhgixDWWIOAJvewIYDAbk5+ebLviffvoJL730Eo4cOQIApgu+oKAAKpUKPXr0MO07Y8YMrF27FiqVCo2NjQgJCXHRqyDEdShDhNiGMkSIbShDhNiGMkQchbeNAAzDgOM4089KpRKNjY1Yt26daVllZSXmz5+P5cuXQyz+p1NDZGQkysvLqdWLdGqUIUJsQxkixDaUIUJsQxkijsLbRgCWZZGQkIDNmzcDAKZMmYJ58+aZ1peVlWH69On48MMPkZCQYLH/xIkT8dJLL+G2225zarkJ4QvKECG2oQwRYhvKECG2oQwRR+H1mABLly7FrbfeipEjRyIsLAzHjh3DlClTAACTJ09GYGAgVq1ahVWrVuH+++83dYkBgDvuuANeXl4IDQ114SsgxLUoQ4TYhjJEiG0oQ4TYhjJEHIHhruxjwkMVFRXYvn076urqMGzYMPTu3RsA8Omnn0KlUpm2mzNnDqKjo7F+/XqkpqYiODjYtG7Xrl0IDw9HYmKiS14DIa5EGSLENpQhQmxDGSLENpQhYm+8bwTgM85ggK6wENq8PGgLC6ErLoa+vAKGqkroa2phrK+HsakJjQ1NYI0GsJwRLMdhb0Iq1o6+Gx4yMTwkIihlIoT6yBHtr0RUgAdiApSI8veAQipy9UskxKEoQ4TYhjJEiG0oQ4TYhjIkTLx+HIBPOIMBmqwsqE+egjr9NDRnM6DJzgan0bS5r/yqn9UaHbLKVdfY+h/BXjIkhnqhf7QfBkT7IyXKF0oZ/cmIMFGGCLENZYgQ21CGCLENZch90G/wOrT5+VDt3YfGAwfQdPQojA0Ndjkuyxmt2q68QYPyBg32ZlUCAEQsg+5hXhgQ7Y/BXf0xMiGIQkB4jTJEiG0oQ4TYhjJEiG0oQ+6JfmNX4DgOmowM1G/egoYdO6DNyXHIedgOPoFhMHJIL6pHelE9fjiQB7mExeiEYNzUJwzjkoIpAMTlKEOE2IYyRIhtKEOE2IYy1DnQmAAAdKWlqFu/HnUbNkKbm2vTsRiZDOLAQIj8/CDy8QGnUOBcrQ46sNBxDHQccDGkKw4nDUOTVo8mjQH1zTpUqrQ2nVcmZjE6MQiT+4RjYs8QyMT0/AxxHsoQIbahDBFiG8oQIbahDHUunbYRgDMa0bh/P2pW/QTVX38BRuu6pLSQRERA3j0Jsm4JkMbGQhodBUlEBES+vmAYpt3ladTocbG6CflVjcivakJ+dRMulKuQVliLZl37yhbkJcNdg6Nx55AoBHrK2l0WQqxBGSLENpQhQmxDGSLENpShzqvTNQIYtVrUb9yIqu++t757C8tC3qsXlIMHQdGvHxR9+0Ls59fuc2s0GhgMBtPPDMOAZVmz/7f8u4XOYMSZ4nr8nVeNv/Nq8Hd+tdWtZFIxi6nJ4Zg/rCt6hHu3u7yEtIYyRIhtKEOE2IYyRIhtKEOk0zQCGLVa1K5eg6pvvoG+tLTN7VmlEp6jR8NzzBh4Dh8Gka+vzWVQq9XQ6/VWbcuyLEQikem/liBwHIeschX+OF2CP06X4HxZ26NqAkBqXACevyEJfSNtfx2kc6IMUYaIbShDlCFiG8oQZYjYhjJEGWrh9o0AnMGAug0bUfHJJ9CXlFx3W0YigefYsfC5ZTKUI0aAldm360h7LnqLsjGMWQhEokvPuFwob8DvaaXYnF6CzNK2R+uc3CcMz09KQlSAR4fKQTofypA5yhBpL8qQOcoQaS/KkDnKEGkvypA5ypCbNwI0HjmCsv97B5rMzOtuJ42Ohu+c2+EzdWqHurVYy5aL/mosy0IsFkMikZhaxU4V1OL7/bn4/XQJdIZr/1klIgZ3D4nBY2Pj4aeU2qU8xD1RhlpHGSLWogy1jjJErEUZah1liFiLMtS6zp4ht2wE0FdUoOzd91D/++/X3c5jyBAEzL8HyhEjwFzx3Imj2POivxLLspBIJBCLxWBZFuX1zfjxUD5+PHwR1Y3Xfl7GSy7GsxMTcfeQaLBs+wfvIO6LMkQZIrahDFGGiG0oQ5QhYhvKEGXoetyqEYDjONT9+ivK3nsfxvr6a26nHDkCQQsWQJGc7NTyOeqiv1JLa5hYLEazzoB1J4rw0fYslNY3X3OfobEBeH9GH0T6d94uMeQSyhBliNiGMkQZIrahDFGGiG0oQ5Qha7hNI4CurBwlr7yCxr17r7mNYkB/BD/9DDz6pTi1bC2ccdG3EIlEkEqlEIvFUGsN+G5/Lj7fnQ2VpvXzK6UivHxzD8wZFNmhKT2I8FGGzFGGSHtRhsxRhkh7UYbMUYZIe1GGzFGGrs0tGgEaduxAyUsvw1BX1+p6SUQEgl94Hl7jx7v0D+rMi74Fy7KQyWQQi8WoUmnw8Y4srDx8EXpj63/2Ed0C8d70Pgj3VTi1nMS1KEPXRhki1qAMXRtliFiDMnRtlCFiDcrQtVGGLAm6EYDTalH2wQeoWb6i9Q0kEgQ+8AACHnwArFzu7OJZcMVF30IkEkEmk0EkEiGnQoUXfz2Nw7nVrW7r6yHBZ3f0w7D4QKeXkzgXZch6lCHSGsqQ9ShDpDWUIetRhkhrKEPWowz9Q7CNAPqKChQ+/gTUJ060ul6e3Afh//43ZPHxTi/btbjyom8hkUggk8nAccCyg3l4b0smmnVGi+1ELINXbu6Oe1Jj3L47TGdFGeoYyhBpQRnqGMoQaUEZ6hjKEGlBGeoYypBAGwHUZ86g8JEF0JeVWa4UixH06KMIuP8+MGKxK4p3TXy46HF5jk25XA6xWIycChWeXXMKxy/Wtrrt7AGRePPWnpCJRU4vJ3EcypBtKEOEMmQbyhChDNmGMkQoQ7bp7BkSXCNAw85dKHrmGXBqtcU6SWQkuny4BIrevV1Strbw5aJvIRaLL7WCgcE3e3Ow+M9zrT4b0z/aD1/c1R9BXjKXlJPYF2XIfihDnRNlyH4oQ50TZch+KEOdE2XIfjprhgTVCFCzZg1KF70OGC27a3iOH4fwd96ByMvLJWWzBt8uelzVCnYopwqPrDze6lyaXXwV+OmBIYgK6BzTZrgrypD9UYY6F8qQ/VGGOhfKkP1RhjoXypD9dcYMCaYRoOrbb1G++INW1wU98TgCHnoIDMs6vVztwceLvoVUKoVMJkNBdRMeWP43MksbLLYJ85HjpweGICZQ6ZIyEttQhhyLMuT+KEOORRlyf5Qhx6IMuT/KkGN1pgwJohGg8vPPUfHRxxbLGZkM4e+/D+9JE11Srvbi80WPy91h5HI51DoDnll9CpvTSy22CfGW4acHhiA2yNMlZSQdQxlyDsqQ+6IMOQdlyH1RhpyDMuS+KEPO0VkyxPtGgMovvkTFf/5jsVzk44PIL7+Aom9fl5SrI/h+0ePyPJpyuRwMw+I/28/j450XLLYJ8pLhpwcGIz6Yv12NyD8oQ85FGXI/lCHnogy5H8qQc1GG3A9lyLk6Q4Z43V+kevmKVi94cUgIoletFNQFLxRGoxFqtRpGowFPT0zE8zckWmxT0aDB7V8dwoVyyy4yhF8oQ85HGXIvlCHnowy5F8qQ81GG3AtlyPk6Q4Z42xPg2H/+A48vvrRYLgkPR9TyZZBGRLikXLYQQstXiysHyPh6Tw7+/UeGxTaR/gqsf2QYAjzdY5RMd+PqDHFGIwxVVTBqtBAHBoCVy20+JmWIOJOrM+QIlCHiTJQh16IMCR9lyLXcOUO87AmQ9es6yL762mK5ODwMUcuXC/KCFxqO40whfWBkLF6b3MNim4JqNR5ccQzNOoNLykiuzZUZ0ubno/ill3B+8BBkjRiJ7PHjca5vCrJvuhnln3wCXWvz2bohypCwUT3kepQhYaMMuR5lSNgoQ67nzhniXU+A8r//Run8eyHR6cyWswEB6LryR0hjYlxWNlsJqeXrSnK5HBKJBMsO5GHRxjMW66f2Dcd/ZvcFwzAuKR8x58oM1az5BaVvvAFxUBCk0dEQ+fmBEYthbGqCvqICusJCGOrr4XfnnQh67FGIPNs3oApliDgD3+shjuOgPnYMjQcOgtPrIUtMgOeo0RB5tj1SMWWIOAPfM2QLyhBxBsoQ/7hbhnjVCNDc3IyTk26Az1XfFOokEoR99y2CBg50WdnsQagXPa648Bf/mYnPdmVbrH9qfAKeGN/NJWUj/3BlhmrW/ILSRYug6N8f0piYVt8EOY6DvqQE6tOnwcrl6LJ0KTz6pVh9DsoQcTS+10PG5mYUPfscVDt3QhwSAkYkgr6qCgzDIOChBxEwfz4YqfSa+1OGiKPxPUO2ogwRR6MM8Zc7ZYg3jwNwHIcNGzZgz8CBqPf+Z5RFI8NA+eYbgr/gha65uRl6vR7PTEjETb1DLdYv3X4ev6eVuKRs5BJXZkiTk4PSN96Aon9/yLp2vWYrKMMwkISHw2vcOLDeXsi/+27UrF7jsHLxCWWI/4RQD5W88gqajhyB18SJ8BwxAsrUVHjffDNkPXui6suvkDtzFrSFha4upkNQhvhPCBnqzChD/EcZ4jd3yhBvGgGOHDmCjIwMNHkqsX38eJQHBQEAtA/cj7hp01xdPHL5wuc4I5bM7IvkCB+L9Qt/TUNRrdolZSOuzVD5Bx9AEhoCWdeuVm3PiMXwSOkHRb9+KH3jDVR88YVDy8cXlCF+43s91HjoEOr/2AzlkCEQeXubljMsC1nXrvCcMAFGlQq5t02H+tQpl5bVUShD/Mb3DBHKEN85KkOG+npUfPopcmfNxoUbbkDuzJkofuVV1P3+OwwqlR1fgftzlwzx4nGA4uJifPvttzAY/hlQgTUYMFzhgbEvvWhadv78ecTHx4NledN20S5C7v7SgmEYeHh4oLJRi1s/3Y/iumaz9UNi/bHq/iFgWWE8D+MuXJkhXUkJLowdB8+xYyEOCOjQ/o0HDyJwwSMIevjh625LGSKOIoR6KH/+fOjLyuAx4NrfBHFGI9QnT0JXUICob7+Bx4ABZuspQ8RRhJAhe6AMEUdxVIb0NTXIm307DPV1kHaJACOXg9NqYaivh768HNDr4TlxAgLuuQeK3r0d8tquRBniB5e/A+t0Oqxdu9bsggeAsKgojHz+OdPPHMehpKRE8BeN0HEch+bmZgR5yvD1vAGQiswvoUM51fhmX47LytcZuTpDDTt2QuTjA5G/f4f2l4SFQTl0KCo//QzVq36ya9n4iDLEP67OkDX0VVVoOnQY0q6x192OYVkoUlIgjYnBxfsfgDotzWlldBbKEP8IIUPkH5Qh/nFkhqq+/RbGhgZ4jRkLec+ekMXFQd69O5SDB8P75pvhMWQImtPSkDdrNvLvmQ/16XS7vjZ35A4ZcnkjwM6dO1FVVWW2TC6XY8aMGRCLxaZlDMNg1KhRAID//e9/4EEHhk7LYDBAo9GgZ7gPnr8h0WL94j/P4WxxvUvK1hm5OkNNfx+FKCDAptFQJWFh8Bg4EGVvv42G3bvtUi4+owzxi6szZI3Gg4fAKhRWNbYxDAN5nz6QREbi4n33Q5PD7xuRjqAM8YsQMkTMUYb4xZEZUu3aDUlUFBiJxGIdw7KXv4xJhdekSdCVlCBv1iwUPfssdOXldnlt7kroGXJpI0BBQQEOHjxosXzKlCnw8/NrdR+pVIqbbroJAFBZWenwMpLW6XQ66HQ63DusK1LjzLuA6wwcnvz5hODmyxQiPmRIc+682fPJHSWNioK8Rw8UPfU0NNmWI666G8oQP/AhQ9ZoOnG8XY1tDMNA0bcvRH5+uHjvfdC7YX1JGeIHoWSIWKIM8YOjM2SoqQbr4dFmOUTe3lAOHgzPsWPRdOQIsm+4EdWrfgJnNFr9WjobIWfIZY0ABoMBGzdutFienJyMHj16XHdfb29v1NbW4tixYw4sIWmLRqMBwGHJrGR4y8Vm686XqfDtvlyXla0z4EuG9NXVYBQKm48DALLu3SEODkbBw4/AoGq0yzH5jDLkWnzJkDU0Z862u7GNYRh4DBwIGI0oeOhfMDY3W7GXsFCGXEtIGSKtowy5ljMyxMoV4HQ6q8skDgiActRoyLt3R/m77yL/7rnQFRVZvX9nI9QMuawR4PDhw6ioqDBb5unpiRtuuMGq/f38/DBp0iQUFhbi77//dlApyfW0PA8T5qPAv6dZDiTy2a4LKKt3v5tOvuBLhjiNBoxYbMWWbWMYBh79+sHY0ICSl15y+66ilCHX4kuGrKG9eBGsl5cVW5pjRCJ4DBkCbUEBip9/3u2+0aEMuZaQMkRaRxlyLWdkSBofD2N9+7qlMwwDWVwcvCZOhK64GDm3TEH9H3+06xidhVAz5JJGgIaGBuxu5bnfyZMnQ9HObxQDAwMRFRUFrVZrMZgGcTyDwQCdTodbksMt5sts0hrw/pZzLiubO+NVhlgWsOOHdUYigcegQVDt2oWalavsdly+ogy5Bq8y1AZOp4Ohpsaq7pytYeVyKFNT0fDXXhx+5R27l8/VKEOuIaQMkeujDLmGszLkMXAA9FeNN2At1sMDyuHDIe3WDUXPPY+S1xbBqNF06FjuTIgZckkjwK5du6DVas2WJSQkICkpqd3HksvlCA4OxqlTp3D69Gk7lpJYS6PRwGg04qWbukMqNr+k1h4vRFphrcvK5q74lCGRUgnuqrLYSuTjA0VKCsrefbdTjFJLGXI+PmWoLfrqGoDjwMjlHT6GyNsbpYPHoP7QEfy41/3G3KAMOZ+QMkTaRhlyPmdlyGvsWBiqqmBQqTpUToZhIE9MhOfo0ajfvBl5t98OXUlJh47lzoSWIac3AlRUVODEiRNmy0QikdXdXq5lwIABSE5ORkZGBmpqamwsJWkPjuOg0WgQ4eeBB0dYTl/15m9n3b5btzPxLUPi4GAY1Wqbzt0aaUwMpNHRKFywAPrqarsfn08oQ87Ftwy1xVB36caBlclsOk5SqBeO3/0EFu8twoa0UjuVjh8oQ84ltAw5mpHjkFXeiK0ZFVh/qhR7sqpQ02T9M9h8QBlyLmdmSBYXB1lSErQ2zhQjDgiA59ixMNTWIXfabWii8TzMCC1DTm8E2LFjh8UvYOjQofDv4BzjLRiGAcMwYFkWYrGYV7/kzkCv10Ov1+Ph0XEI9jK/Uf07vwab093rhtOV+JYhaVwcjKoGm859LYq+fQFwlwY1c0BDA59QhpyHbxlqi1GlAhgGsMPYG739xBgc5Y1Fm85j3Sn3uqYoQ84jtAw5Slm9Bkt35mDMfw7htq+PYdGm8/hwRw6eXnsWo5YexCP/O43z5cIZ5JYy5DzOzpD/XXdCm58PTq+36fisTAblsGEQBwcjf949qNuwwabjuRshZcipjQClpaXIzMw0WyaXyzFs2DC7nSMxMRFeXl74+eef0dDgmA8mHaU3GLF+7wk8/OanmHrfUxj74vcYtuQApvzrJdzz4vv4ZuNfaFDbt1u1M2k0GihlYrxwg2U3pv/uvsD7ylwI+JgheVISDA0d62LWlkuDmg2F9uJFXLz3PjSWVyI7Oxs//fQTFi1ahAMHDgAAlixZgm+++QanTp0S9POklCHH42OG2mJsbAIjkVg9PeD1cByHUK4KPRqO4b8f/B9e/HIdtHojZYhYTYgZsieO45BxLgvPvPs57n70OfyxfQ+6BcrRv2oHkusOYLh3NWb09sekRD9crG7C7G+PY83xYlcX22qUIcdzRYa8b7kFrEIBjY29AQCAYVko+vaFIjkZxS++hPKPP2nXdcFxHN3L8YBTGwH27t1rsWzEiBHtHvzCGrfddhu8vLyQk5Pj8l+2prISXz/6FO6dPAVfL30HBSVlUET2Qre4OPTrooRXVA9UN+rw64pvMPueh/DBtiyUNwhv0A2j0QidTodpKV3Qq4v5VFbpRfU4mN2xQUnIP/iYIUXfZBiqqto1/Ux7sHI55MOHY1thMR67+y48/+LLyLpYjOHDh6Nbt24AgMGDB4NhGHz66ad4/PHHBVt5UIYcj48ZaouxWQ1GIrGpLHqjEXvLyvDzr98jfePXUBpUiOqRgj0Vckz/+hgUEd3BAZQh0iYhZsge9Ho9/vzzT8yffz+ef+kVpGUXIjShL0akJCEhyAPBsT0BBsja/QtOrF6KQA8RRsb6YlCkF97ecgHLDxe6tPzWogw5nisylFdUhICHHoQ2K8tu92uyuDgohw9H9TffoOSll9vsZaDX67F161Y89thjeO2111BRUYERI0bQvZyL2GdeLytUVVXhzJkzZss8PDwwcOBAh5xPKpXCYDAgOzsbUVFRENtpCrP2aCotRf2KH7Hv55+xW+mBbmGJiLnxLsivGuE5st9AAAOhNxiQnV+I389UYuPGDRgQ7Y+XHrwdgd4dGxHaFbRaLZRKCR4ZHY9HVh43W/flnhykxge6rGxCx9cMKXr1AiORQF9RAUl4uF3LoDUaIWEYnNVosMdbiZDwnsiOHIM1TUZsPiXC0PoKzO4vxrBhwzB8+HDMnz8fhYWFEIlEWLt2LcRiMW688UZIpVK7lsuRKEOOw9cMtYVr1nT4UYCWDKXX1mJTYSFSBo9FU0IqWNGl43XVG5FW0ohvc73go+iFaXeOxZBAA2WItEqoGWqLUa2Gau9eaDIzwWm1EAUGQhbfDfLuSTB4ekICYN+qVVi2chVG1zVgy8xFGBIVAInon+/SAuOTERifjK6pk9FUUw6GFaHwxC7IWRGGR6VgyY4cdPGRY1wS/68/ypDjuDJDo2bMQPX3P6D53DkoevWyy/EloaFQjhqFhq1boa+qQsTHH4G9ahBbrVYLiUSCY8eO4eeff8b06dMxZMgQSK5o3G7SGuAZ0xtJYT0w7OZZkGuqqR5yMIZzUtPqH3/8gSNHjpgtGzduHEaMGOHwczc2NmLbtm2YOnWqXbpTtqWhoAA///vf+C0jAw/q9OjZrRvEERE41GsETokD2tyf4zhknT+H4qNbwGjqMfzmWXju7lsgFrlkMod2k8vlYEVijF2yG/lVTWbrtjw5Akmh3tfcl1wbnzNU8NC/oC0qhEe//nY5X7PBgO0lxfijsAiPd++ORG9vcAAO9hiGU+IANOuMKG3QorCuGfk1GiSFeOKZcbEYFONrOsaZM2ewbNkyVFZW4t5778WwYcOckn97oAw5Bp8zdD01a9agYul/4DV+vNX7tJWhq2n0RuRWNyOnuhnVjToMivHFtEgN/tq0hjJETISaoWvhOA51v/6KsvfeB6fRQBwYALAicM3NUNXUYK9Mih2enri/tg5xev2le7kb70JWF+tGb68rzkHewT+gbayDuMd4ZIm7YuX8FCSGeNql/I5EGXIMV2fo9x9+QK/Pv4D3pEkQKZV2O7ZBpULj/v2QxcYi8qsvIfLyglqtxsaNG7F69WosWrQIvXv3Ng2ep7/ca+BsSQM+25OP/dnVMHKARMRAa+AQoJTgoWFR6KWowYrly6kecgCnfKrUaDQ4efKk2TKZTOawVq+reXh4YNSoUZfe7OvqHHIOjuOgPnMG6x56CLPvugvHMjLwr7Bw9B07FrLoaIhEIquPxTAMEhKTMOKOx+Hf/2bs3rENt39zFJmljnnu2t60Wi1ELIP7h3e1WPfVHtufReqM+J4hr0mToC8pBWc02nyuwxUVePTIYZyqqcGCpEQkentfGuTmijd9uYRFjL8cw7v64tZegdAbDHhgVRoeWJWGPReqkV+thtE3EiPvfgZhQ6Zg6Q9rMPrDfej3zl4MW3IAT/5yBjmVTdcthytRhuyP7xm6Hk7dDEZsfR1iTYauJhOzSAr2wI2JfrgxyR/l9Wq8uE+N0En/wn3334/NmzebbtqEgDJkf0LOUGs4gwElr7yKktffgCw2Ft6TJ0M5bDiUQ4fiTK9eeCU0BOfDw/FwVBSShw6F75Qp8Bo8GB4hQVafwyc8Fn1uW4Cuw6dAXHgCXbxEeHR1uiBmDqAM2R8fMjR+zhwo+vVDZYZ9R6oXeXrCc+RIaPPzkX/X3dj5+++YNWsWjhw5gpdffhm9e/c2DVgIADqDEe9tvYDbvz+Bi9WNGNvND3NSgjG7bzBm9glCVz8ZluzMxefpHBa99X944IEHqB6yM6f0BDhy5Aj++OMPs2VDhgyxeRqM9iorK0NaWhomTJhgl+M11dTg79824chff+FMbg6eKi5BY1gY9JERiIuOsWip2t891aqeAFdT64w4XtQA1eG1GDtiKF6a75weDbaQy+XQcyyGvbcT1Y3/DHYoZhkcfHEcgrxsm+qqs+F7hgwNDTifOgzKIUMgCQuz+ngagwGZdXU4XVuDzLp6vJacjFqtBk16A2I8Lb8puV6G6pr1SC9pREGdBjrDpbc1L5kIPnIxfOQi+HmIUXfoF0jDElHu3Q1lDTosn9sXPcO92v17cAbKkH3xPUPXU/nFl6j5+Wd4tvJNkT0zdLXieg0O5NVjYLQv/jOjByQiFh988AEGDRqEkSNHWl1+V6EM2ZeQM3Q1juNQ/MJCNGzfDvHQobjAMA7J0NUMRg571/0A35ieWLbwTrPHCfiIMmRffMlQwfHj2Ld4MWJlckRFRdl8PLN6qLYWz9TXo04mh+8br6N7aqrF9uU1DVjw0ylklKowNMYboV6td/Nv0OjxV3YdugUr8fntvSEVX8oL1UP24ZR3n+PHj1ssc1ar15VCQkIwYcIE5OXl4ezZs+3en+M45O3ahWOvvoacqbfiwVum4Iuvv0JzdjZu9fKG9003IWbECMTHdLXrh3SFhMWwGB9E9R6MA7//jDlPvYmKOn73CtBqtVBIRZg7NNpsud7I4fc04YySyxd8z5DIywte48dDm5/f5jEqmptR2HhpyqRFp07ix9wcGDlgenQ0WADBckWrN15t8ZGLMayrD2YlB2FmnyDMSQnGrb0CMSbeF/0ivNDVX4GYPkPQcGoLwvO3IdKbxYsbM10+2NS1UIbsi+8Zuh6jqgHMFc9COypDVwv3lmFSoh9OFNThyV/OQmcwYsKECfj222/x8ccfQ6Ph9wC2lCH7EnKGrnbm3fdwfts2eA4fjrfy8xyWoauJWAZJ/VJRd/wPPPTi/6G5udnu57AnypB98SVDkf36IW7wYOwNC8XZDn5euWY9FNMVnqnDEGgwQPT8C2jOyDDbr/B8HpY/8jqyK1SYmOh3zQYAAPCSiTEm3hcZpSos3JAB4+X7NaqH7MPhjQBlZWUoLTWfEzE2NhYBAR1rRbUHf39/BAYGQqfTWf0BoPLsWbx488146PU3cHDfXjBSKRb17IkPRozEfSNHYlByMmQOqDCu1L1HT/Se8STqa6pwz8tLkV/N33nTjUYjDAYD7hgUBfaq95eNp6jiaA+hZMhvzu3QFRbC2NR6N/sGnQ6fZGbg+WN/40RNNQDg9eS+WNx/AObGxSHF3x9i1va3JJZhIJewEF994QHwjeiGlFlPQ6uqRWDhPlysVuN4Qb3N53QEypD9CCVD16KvqwdEIqdl6EpeMjHGdfPF8Yt1WLTpPPr06YOPPvoIFRUVWL58uV3PZW+UIfsReoZa1NXVYdETT+CZP7fgXFwcRL6+Ds/Q1UK7JiLh1sdRWFKGp/7vU942RIMyZFd8y9CAxx+HZ3Q00pUe0IpEsPYqtKYekkilUA4dCpG3F/Jm346qH5bBoFJBtX8/6u+5CwmlWbgh1hNKaduPuSmlIoyJ98W+7Bp8sP1SF/rk5GSqh+zA4Y0Ap06dsliWkpLi6NNel7e3N4KDg3HgwAGcO3euze0b8/Px2MMPA2o1lvbpg+kjRkLevTs8Q0LMvp1xBn8/X6TOeAhMwijc/vVh7Dh+3qnnbw+dTodgbzlS48xHwDx+sRYXq/j7PDbfCCVDHgMHQtq1KzQXLlhsrzMa8capk2DB4KOBg3BLRCQAQN6OsTLsRerhiZ6T70PskBsQ7MFg5wnKkLsTSoauxVBVBYNE4rIMecnEGB3ng62Zlfhodx58fX3x+uuv484774RGo0FxMX8/DFCG7EPoGcLlb+Qef+wxaE6fxnuenpjaowfgonooLMgfvSbfh6PSvnh/SyZlqBPgW4ZYlsWsWbOg0umwwVOJvKtG9G9Ne+7lGJEIiv4DIE9ORsXHH+P8gIEoeOBByAMDoLvvIYisOF8LH7kYI2N98NPfxfjuYAEAUD1kBw5tBOA4Dunp6WbLpFIpkpKsG1XV0UaMGIHExERkZmai8XKXltZUv/se5jIsHksdBj8/P6eWsTVSiRgjugUjTJ2LD/+9CDuOZbq6SK1qGbxjSl/LaeN+o25kVhFShpqamhD40IPQ5ubCqNWabSdhWTzQLQGPJCbCmwdTvDCsCGKpHMqaCziw6j8oLOTn/M2UIdsJKUPXqof0VVWQyuUuzZCfhwQjY32w7FAhVh4tgkgkgoeHBw4fPowXX3yRMuTG3CFDuFzmR4YPx7yqagT16u3UMrYm1EeBUYkh+G3HXjz29HO4WFDg6iK1ijJkO75myN/fH1OmTEGNSoXi6Chke3nhen2M23svxzAMZF27wvvGG+E5YQK8J0+Gom9fcKL2f4Ea7CnF8K7e+Hh3Hj7elQsjx1E9ZCOHNgKUlJSgvt68q22PHj3M5oV0JZZlwTCM6XmS1rpkqcvKsPvQQfTo3h2sC1qLr4VhGAwePBTSuEH48N23kXGxzNVFssBxHPR6PSb1DIX0qsFv1p8o4nUXOL4QWoa8brwRIn9/aLOyTNvojUYcrChHt8sjlPOJT2wyED0QixYtctjMIbagDNlOaBlq7W+qqa7GEYPe5RkK9ZIiNcYb72/LxpazFQCAkSNHYvLkyZQhN+YOGdLpdNi5cydCj5+AtEsXsDxojAaAEC8pUoemoiooBU8+/zKqampdXSQLlCHb8TlDvXv3Rt++fXGhoABZ/n5oDgtt9dEAW+7lGJEIYj8/sO349r81kb5yjInzxfIjhVjw8z+zbFA91DEObQTIzLT8hrrH5e5XfJKcnAwPDw+sWrUKarV5G9j5v/7CWi9vSAIDr7m/qzAMg8GjbwATEIOFH3yNZp3B1UWyoNfr4aOQYEyS+ZQ6WeUqZJXze3BDPhBahn5avRpejzwMzYULMF6+IStsasKKnJzrTk/mKp5SEcqCBqBPnz5YvXq1q4vTKsqQbYSWodbqocLGRvyvvp4XGYr2k2NApBde3JCJI3mXPrDMmDGDMuTG3CFDeXl5+O9//4vmEycgDglxWRlbE6iUYMiYSWhQRuDx//scOoPtU+3aG2XINnzP0E033QQfHx/U1tcjKywMmzyV0FzVFMCXe7kwbyluTPLH+TIVbvvqbxzKrQGoHuoQhzYCXP2MlkQiQdeulnMl8gHDMLjtttugUChQcEWXrLrycnhfXs9HLMti4A2zUBExAv/d0/bI7M6m1+vBcRymJHexWLf/QqVLyiQkQsxQyLRpqImPh+Zypdeg08GHB63drfGSi9CgNeLO+Q9g3rx5ri5OqyhDthFihq6uhxp0Onh3oPukoyQGeaB7iAce+Tkdh/NqwDAMHn74YcqQm3KHDNXX18PPxwfGujqwDh7EuSP8PaQYeMMs5ASl4tHVZ6A38uvbdcqQbfieIYlEgttvvx0ajQYlpaUI6tYNtT17ovSKzz58upfzkokxvpsfgj0leOin03h36wVoDRzVQ+3ksEaAxsZGlJWZd1GPi4vjRdeXa1EoFNDpdDh9+jSMxkstsRKZHDqrx8x0DYVchgGR3ti87CPsT89xdXHMtHSBGd4t0GJUzEM5Va4qliAINUN6jkP5pIlQZ1+ASqWChGV5d0PTwkt26YNVSYMeIpEIb7zxhsXova5GGeo4oWbo6npIzBmh51k9lBymREKgAg//Lx37s6shlUopQ27IXTIkkUigvdw7jeFp2X09FRjfzR95W77F4o3HXF0cM5ShjhNKhvz8/DB79myUlZWhvr4e+XI5TgQGwHC5nHy7lxOxDPpHeGFcNz9sTCvDzG+OoVJtpHqoHRzWCJCbm2uxLC4uzlGnsxuJRIKbbroJDQ0N2LJlC7rEx6GPuhmcgX9d7a8U4ecBhV8wFn/0X9M8mnxhMBjgo5CgZ7iP2fLDudUw8ugNhW+EnKEpDzyAyq6x2K3RIEguRz8XTiN1PWKWQZBSgsP5tRCJRIiIiMDXX3/t6mJZoAx1jJAzdGU9FCQSI0Xh4epimWEYBn27eKJ7sAee/OUsciqbKENuyF0yFBYWhqGDBl1aaeRfd/sWXgopgkLCsOPXH5FTya+R9ylDHSOkDHXt2hU33HAD8vPzoVarERQTg/TEBByQSnl7LxfqJcVNSf7Q6Q2464eTqGjUUT1kJac2AsTGxjrqdHbn7e2N/v37IzQlBTdotTB0cKAJRiaDJCwUsvg4BAT7IzJACX+lFI54uiB55I3QVRfi87U77X9wGxguN6AMjTN/86ht0iGztMFFpeI/IWeIYRjEv/8eigMDUB8UhFtt6Pbm6AyFe0ux7mQpDEYOc+bMQVZWFo4d49e3MJShjhFyhnBFPaSQSjHSx8eKPVrnyAz1CVMixEuClzZmguMoQ+7GXTLk7++Pu+65B2AYcFfNXmMNZ97L9Rh+AxRNZVi86k/7H9wGlKGOEVqGBg8ejH79+iEnJwcajQZauRyibvHwDA/n7b2cVMxiZKwvJCzw5C9nMXP27VQPWcFhDxlePU2Dt7c3/P39HXU6u2MYBkFBQcjPz8fmlL4IKSrETVaWX9KlCxS9e0EaHw9xUJBpPIExl/8DAK3egPzKBmQW1+FMYQ0aNXqby+ylVMKzzwRs2H0Y99wyCkoZP54hNRqNMBqNGBLrj6/2mD+ucCinCj3CvV1WNj4Teoa6dO+O/gMH4q/Tp8FoNUisq8eQoCAr9nRuhhKDPbA+vRIbT5dhWnIo5s2bh/T0dPTv379Dx3MEylDHCD1DLfXQX0mJSJfLkVxRwbsMMQyDARFe2HimCn9lVWN0QgBlyI24S4by8/OxYcMGBAUEILXJum/YXXUvJ5bKEdxvEjLOnkV98y3wltO9nJAJMUM33ngjqqqqkJOTg4SEBIg8PHAwMAAXS4qRwNN7ORHLIDXGB79nVOH3zFqqh6zgkHcWrVaL8vJys2WRkZG8HVzveqKjo6HV6XDG2xvJ4NAF134NsrhYeI4dC2lkZJvHlYpF6Bbqi26hvrihTwSO51Vhd0YJVM06m8rbd+Aw/J5RjS/35eHpcfE2HcueDAYDBsT4g2WAK3u8HMqpwr3D+TM4Cl+4S4bGjh2L9PR0FDc1oUkiRiQPMyQTs+gdpsTibdkY3S0A48aNAy6/WbOsQ8dObRfKUPu4S4YAwDhhAsp378YJnmbIQypCtL8MP/1dhNEJlCF34U4Zio6Ohre3N9JDQ+DDcUi5zrZ8uJfrljIEp8WVOJhdhUk9+TObAWWofYSaIZFIhNmzZ+Prr79GXl4eYmNj4entjVqG4W09BAAKCYueoUp8sjsP2x8fDQ+piOqh63DIb6WkpMRizsMuXSxHQxSKbjfdhKLmZjTFx0PfyoXEKhTwnT0LfnPnWnXBX00iFmFwfDCeuKEnBsbZNhWhiGWQHMRi21f/xtl8/gyKYTAY4C23fA6GupC1zl0y5OHhgXHjxkEkEiG3pgZN3brxMkNJwR6QiBi8vy0bAKBSqfDYY4+htpY/czZThtrHXTIEAJ6envD19UVebS1vMxQfoMDBvFpUNFwafI0yJHzulCEASExMRCHLojosjJcZMisLwyBIasC3779CGRIwIWdILpfjrrvugkajMfVmCA0NvVQP8fjzUEKgAhwH/Ha6jOqhNjikEeDqUTABIDw83BGncoqUlBRUVFSgQqnE9sAAFF8xoqc4NASBD/8Lip49bW7Zk0vEmNIvBjMHx0Ai6vixooJ8wfqG4a2P+DMoRssIvUmhXmbLC2qa0Kzj96CLruBOGerXrx9CQkJQXFyMGm9vXmaIZRgMjvLG7+nlOJpfC09PT8TFxeHHH3+0qTz2RBlqH3fKkEQigbe3N68zFKiUwEcuxp8Zl6Y6ogwJnztlCADi4+NRVF2NqrBQXmboakF+XmhWBFOGBEzoGfLz88OcOXNQWVmJyspKBAUFXaqHfHx4myERyyAuUI5lhwuhVCqpHroOhzQCVFRUWCwLCeFPd6b2Cg8Px4ABA2A0GhEQFYW6Xj2Rq1AA4eEIuPdeiHx97Xq+PlGBuGtYN0jFHfvzMAyDHiMmoyHnJLYezbBr2TrKYDCA4zjEBZvPz8txQF5Vo8vKxVfulCGRSIQJEyZg8ODBAMDbDAUqJYgNkOPbA5fmlp43bx727Nlj8Tyfq1CG2sedMtTY2AgPDw/MnTsXDMPwMkMMwyDCR4ZN6f/c9FKGhM2dMgQAAQEBuOOOO3ibIYvyekhQFJpKGRIwd8hQVFQUbrrpJhQUFEAkEvG6HmoRH6hAYU0zMssaqR66Dqc0AiiVSigUCkecyikOHz4MmUwGqVQKhmHQKBYjr0s4vGZMByuXO+ScsSHemD6oK67zyM11BQUGgI0bimU7Ttq7aB3GcRzigjwtlmeXU8VxNXfLkPxyTjQaDa8zFOMvx+G8Wmj1RgQEBGDatGm8qThAGWoXd8mQwWBAVlYWdDodZDIZGIbhbYZi/OU4U6JCQY0auPyhizIkXO6SoRYXLlxAUVERPD09eZuhK/kqxNBKvDBq4s2UIYFylwz1798f3bp1Q0ZGhumzEJ8z5CERIdhLgh2ZFVQPXYdDGgGqq6vNfg6ychRJPtqxYwc++OAD6PV608ASLMvi5qlT4Rlo2zNfbenRxQ/DE0I7vH+fETfitKEL/r7Ij2dhjEYj4oKUFsuzK1QuKQ+fuVOGTp06heeeew61tbWQXO46xtcMBXhIoDdyyK++9CFmzpw5GDJkiANL2D6UIeu5S4YOHjyIsrIybNu2Dfn5+ablfMyQn0KMIE8Jtpz958aXMiRc7pIhADh58iQef/xxVFRUmEZm52OGriQTs1BKWcSl3kQZEih3yRDDMIiMjMT+/ftx4cIF03I+ZyjcW4ad56sAqoeuye6NAAaDAQ0N5oMb+Pn52fs0TvG///0P77zzDvr374+hQ4ealsfHx8PHhjmb22N8ry4I9JJ1aF9vuRgx6iws/fQLu5erIziOQ6S/h8XzPVRxmHOnDP311194/vnn0bVrVwwcOBBi8aUJSfiaIZmYhadUhOzKf6aQ2rVrF77+mh/ja1CGrOMuGSooKMDq1auRlpaG8ePHo3v37qZ1fM1QFx8ZfjtdZjYYFmVIeNwlQwCwb98+LFy4EPHx8Rg6dChEIhHA4wxdyUMqQk2TjjIkQO6Uof379+Odd95BQkIC4uP/mXmMzxkK8ZLiQmUT6psvTTlIGbJk90YAlUplMRKmt7fw5g7dv38/Nm7ciJEjRyI1NdU0yIVMJkNcXJzTyiFiGUzoFdHh/SOjo1GX9TcKK+vsWq6OMBqNkIhYRPp7mC0vvNx1lFziLhlSq9VYtmwZevfujREjRiDwcksx3zPkLRfhYvU/12RcXBy2b98Otdr11yllyDrukKGamhr89NNPUKlUuOWWW5CYmGhax+cMxfrLUVDTjJ3nqkzLKEPC4w4ZwuV6aMWKFejRowdSU1Ph6XmpCy6fM3QlCctApdFThgTIXTKEy1/opKSkIC4uDh4el/7ufM9QgIcYEpbBiYJLn38oQ5bs3ghQX19vscxZrUT2wHEcPv30U2zevBk33ngjUlJSzEa57Nq1q+nbTGfp3sUXQd4de9YmKiICRoUffv5zv93L1V4tb4YBSqnZ8nq1bfPpuhuhZwiXK4zVq1cjKSkJw4YNg1L5T7cnvmdIIWGRV/VPT4CoqCiEh4fj5EnXj69BGbKO0DPU2NiId955BxzH4dZbb0VMTIzZej5nSCkVITFYgcXbs6HVXxoFmTIkPELPEAD89ttv+OijjxAfH4/U1FR4ef0zGjefM3QlEctAZzBShgTIHTL0119/ITs7GxKJBAEBAYiNjTV9JuJ7hliGQbCnFEfzLz0STRmyZPdGgKamJotlV34A4LvPP/8cGzZsQFBQEHxbGeUysgPzXtqKYRikRAd0eF9JSDxOncm0e7naq2VaDG+5xGx5fTNVHFcSeoZ27NiBxYsXIy0tDdHR0RaVBN8z5CUTI6fK/G/Qr18/nD9/3kGlsx5lyDpCzpBGo8Hbb7+NkydPws/Pr9WplvieoV6hStSq9Vhx5J+BmChDwiLkDAHA2rVr8fHHH0Or1SIhIQEymXk3Yr5nqAXLAHrjpQ8MlCFhEXqGWsZE++677yCTyRAbG2t6lAYCyVCQpwQHc/8ZF40yZM7uTTjNzc0Wy+QOGjHS3nbt2oVff/0VkyZNQmxsrMV6Pz8/l72WXhH+2Hq6qEP7BqaMR1mj6+dvbWn58lGYX/R11HpsRsgZunDhAj788EPcdtttqK2tNXUbayGEDHnLRUgrMR+h9c477zQNDOpKlCHrCDVDRqMRX3zxBY4ePYpbb70VYWFhFtsIIUNSEYvkcCU+33sRU/uEItBTShkSGKFmCJcHAfz8888xbNgw9O3b16IhTQgZasGAgc5w6ZqlDAmLkDPUci83YMAA+Pn5ISYmxixHQslQsKcEW8/XQKM3QiZmKUNXsftvorWLXgjTYWg0Gixfvhy9e/dGUlJSq9sEBHTs23h78POUwcdDYsWWljwYPWpz0+1epvZquei9r7rom3VGF5WIn4SaIQD4888/MXfuXNTW1rbak0YIGfKQilCr1kNn+Oe6bGpqwoEDBxxcwrZRhqwj1AwdOnQIx44dw5AhQxAdHd3qNkLIEC6PDeAhYbHuVClAGRIcoWaopSEtMTER/fv3b7UnjVAyBAByCYvsykuN0pQhYRFqhnD5Xm7o0KFQKBQWDQAQUIZ85GJw3D/P2lOGzNm9EUCns2zFkEqlrW7LJ4cOHUJiYiJGjRp1zW1cPaBHsI+HFVtZ4ppV8MneavfydJS33LnPEAmNUDMEAAsWLMCAAQOgUqlaHQVXCBkyGDmIWAZi9p9Kr7q6Gp9//rmDS2c9ytD1CTFDTU1N2LVrF8aMGYNBgwZdczshZAiXu21G+8mwNePSdIGUIWERYoZweVDnyMhIjB07ttUGAAgoQwAQ4iXB3/l1aNToKUMCI9QMAcC9994Lo9GI8PBws0cAWgglQzIxe2mcp8uDPVOGzNm9EaDlOQezk/Cg68X1tLQcy2SyVi/2Fq5uwbu6xchaep0GHNuxfR3BS86fsvCREDMEAK+//joKCgpw/Phx+Pn5QSKx/DsLIUNNWgMClBKzG0iNRmPxTKkrUYauT4gZSktLw+nTp8Gy7DU/vEAgGWrh7yFBbtWlmy/KkLAIMUOlpaX45JNP4OXldd0PW0LKUISPDCKWwYa0MsqQwAgxQ7h8L3fw4EGIRKJWe3RCYBmSS1g0XJ4mkDJkzu5Xo8Fg+ew53y/6jIwMlJWVITw8/LrbOXsUzKvJRB37ParqqiFS8GdaEuNVU6YQc0LMUEVFBQ4cOABvb29kZmbC39+/1e2EkCGV1oAIX/Nn3crLy01THPIBZej6hJih06dPo6KiwmwE89YIIUMtJCLGNEMAZUhYhJYhvV6PFStWoKqqChER159GTEgZYhkGCYEKfHOgACWlZZQhARFahnDFvRwuf9C/VoO0kDIkZhlTN3uqh8zZ/Wq8ek5MXO4WyGfHjh2Dt7e3xSBmfNPRS6XBKEV4r8F2Lk3HtdwUktYJMUNZWVmIj49HUVERGIZp84OMq1iTIY2eQ6SfeSu3t7c3xo8f77BytRdl6PqEmKHc3Fz4+/u32oOGT9pTD+kMHKTiS7cZlCFhEVqG/vrrLxQXFyMoKMitMgQACUEKNDTrkV5loAwJiNAyhCvu5fj0bXlr2pUh7p/tqR4yZ/emnNZah/R6vb1PY1cFBQVWfWjRarVOKc+1NOvaP8I/x3GoknfBXWMsZztwFa2BKo7rEWKGioqK0KVLF2RkZMDb2/uard1CyFCTzoAuPuY9AXr37o3evXs7sGTtQxm6PiFmqKGhwe3qoUatAaHel7plU4aERUgZqq6uxv79+yGVSlsdi+ZqQsoQAEhELOIC5dhbzeKRW/s5rFztRRm6PiFlqEXLvZxCobhuWYWUoWa9EX4el/4WVA+Zs3tPACFe9HFxcejTp0+b27U256czVTdq2r1PeWUlPI7/iGGxPg4pU0e4uuWL74SYoUmTJmH+/PnIzMy87k2YEDLUqDUiyOuf50krKiqwcOHCVp/vcxXK0PUJMUPx8fFISUlpczshZKhFg8aACF8FZUiAhJShQ4cOQalUon///tcd3LmFkDLUIkSsRtWOr6HR8edvQBm6PiFlqMWkSZPw8MMPw8PD47plFUqGtAYjVJpLX+xQPWTJKY0ArY2QySfNzc1WPd9SV1fnlPK0huM4lNWp271f3pkTUHp6IdzX9Y86tHSD0lDFcV1CzJBer0dmZiZYloWPz7UbnISQIY7jcMXEANi3b991ezc4E2XIOkLMkFKptOrmRAgZatGgMaBbsJIyJEBCytDZs2fh7+8Po9F43cGdWwgpQy2aL56BQayASuv665YyZB0hZaiFXq+36nEaoWSorEELqZhFUqgn1UOtsPtvorURI9Xq9r/hOdPhw4eRk5PT5nYVFRVOKU9riqob0axtXxcyjuOgLjiNQUNSHVau9uDLRc93QszQd999h59//hlBQUHXfeZNCBliABiveOBs7969GD58uGMLZyXKkHWEmKH09HScP3++ze2EkKEWdc16JAQrKUMCJJQM6fV6qFQqKBQKHDx4EKdOnWpzHyFlqEV19ik0BybBp4OzRNkTZcg6QsnQlX744Qds2LABarX6ug1qQslQbnUzxiUGQCJiqR5qhd0bAVobXM/V3UbawrJsqwN4XK2xsdFlrV9phdXt3qe4vBKMug7zpo5zSJnaq+Wir2gw78bj6+H6So1PhJihmpoa6PV6BAUFXXc7IWTIwMHUE6Cqqgrl5eUYPJgfA2tShqwjxAzJZLJWR5O+mhAyhMvdMOubDQgWayhDAiSUDLVMqWk0Gk3/b4tQMtRCo6qDpqEGvVL6Q8y6fmA5ypB1hJKhK7EsC4PBgNra2utOsymEDNWodbhYo8HdgyLoXu4aqBHgcpcda26+ACA/P9/h5bmaVm9AWn77K458tRRR0xci3J8fI7W3XPRFteYtoV18XTvfKN8IMUNVVVWQy+VWdbPic4Y0eiPq1HokBnsCAAICAvDtt9/yZqRcypB1hJghpVJp9WBLfM5Qi9J6LRQSFv0SIihDAiSUDLEsi8DAQDQ2NkIkEln9vK8QMtRCxXogv+8DeGRMN4eUq70oQ9YRSoauJJFIoNfrUVFRcd1GAAggQ+kljRge54de4V50L3cNdm8E8PT0tFjmymdHrOHr69vmxd6ioKDA6SE+fKEcjZr2DSai0epQk/4XpvUNdVi52qvlA2JRjfnvjyoOc0LLkEajgV6vv+5YAFfic4Yyy5sQ5iNDUqgn9Ho91qxZw4vnx1pQhqwjtAwBQGRkJFiWtWrgKD5nqEVhnQapMd5Y/+taypAACSlDCQkJaGhogLe3d6tdsFsjhAwBgFanx/G//sQNPUOQ3MXbYWVrD8qQdYSUoRYhISHw8fFBWVkZ5HL5dbflc4ZqmnTIr9Hg0VExdC93vXLY+4Cenp4Wg2HU1NTY+zR2lZqaithY66bQMxqNOHv2rMPL1KJercVfmaXt3i8rMx2eFWcwOjHYIeXqCIZh0NCsQ32zeYDDqeIwI7QMqVQqREREYMCAAVZtz9cMVai0OFPaiKfHxULEMjh+/Dh27txp1aChzkIZso7QMgQAd999NyIjI616ZpSvGWrRrDMiv0aDZGkFZUighJShnj17or6+Hr1790a/ftZNocf3DLU4dvIkZGWn8epNiQ4pV0dQhqwjpAy1mDFjBm699VZUV1e32aDG5wyllzZhRLw/eoR50b3cddi9EYBhGPj6+potq62ttfdp7Eqj0Vg1MGCLkpISFBYWOrRMuDyw37q/c6Fp55yyAFB17hhik4dAKm57pFxnYRgGxbXNFssj/KjiuJLQMuTh4YGmpiakpaVZvQ/fMlSu0mJXdh1m9QvDpO6XxjXYsWMHxo4de92BDp2NMmQdoWUIAEpLS1FfX2/1wFF8y9CVzlc2IdRbhpKMI5QhgRJShsLCwuDp6YmCggKkp6dbvR+fMwQAedXNaMg+jhsnjoennD/P21OGrCOkDLUoLCzE6tWrwXFcq48zXI2PGapR65Bf04xHRkYDdC93XQ7pG3H1POGVlZVWDbznKmKxGOfPn29XGdPS0hwe5q2ni3ChtKHd+1XX1oGpzMbc6Tc7pFwdxbIsimotuw5RFzJLQsqQQqGAj48Pjh492q79+JKh/Jpm7MyqxcyUULw4KR4AUF9fj2PHjmHs2LEOLV97UYasJ6QM4fI1l5WVheZmyxuDa+FLhq6kMxhxvkKNO/r44ThlSNCEkiGGYdC1a1fU1tbi0KFD7dqXjxkCgAaNHn/nlMGzPg+3T73RYWXrCMqQ9YSSoRb19fVYs2YNPDw8rJpuEzzMUHpJI4bF+aFnmBfdy7VVDkccNDjYvAu6RqPh9XMw/fr1a3cZDQYDDh065LDXtetsMfada3/XMQDIr+cgGXw7BiZG2r1cHcUwDFiWxdnieot1kf6ttzZmZ2fj/vvvx4gRIzB//nxTb41z586hb9++6Nu3Lw4cOODwsruC0DI0efJkqNXqdlUErs4Qx3E4XaLCvtw6PDW2K56fEGdqKZbL5Xj11VcREBDgkLJ1BGWofYSWodjYWDQ2NqKhwfoPC67OUGsyy9Xwkotx24BIypDACSlDXbp0gUwmg0qlatc0bHzMEMdxOJTfgJSYQLz+GmVIyISUIVyuh+rr661uAADPMlSj1l8aC2BkDED3cm1qVyOAXq/H/Pnz4ePjg169emH37t2tbnf1RQ8AZWVl7S6cs4SEhMDT0xN5eXnt2k+n02H//v0oLe3Yh/VWj6k3YN3RXOw8U9yh/Q1GIwpLSjBzwjC7lckeWgbBOFlg/iFRKmKREGI5e0FpaSlGjhyJ7t27491338WYMWPw8MMPAwCioqLwww8/mN6shMRdM9SnTx/4+vq2+/kwV2XIYORwML8e5yrU+GRWL9w9OMLUAMBxHEpKStCnTx+7lckeKEOXuGuG5HI5wsLC2j3/Mp/qIa3BiMyKJvxreBQqy8soQzzljhkKDQ2FRqNBQEAASkpK2rUvnzIEANlVzahV6/BQiheSk5PtViZ7oAxd4o4ZwuWpaj09Pds94B8fMsRxHNKKVRja1Rc9w73oXs6asrRn440bN+LixYvIzs7Gr7/+it9++63V7UJCQiyWFRd37EOtMzAMg9GjR7er5auFwWDA0aNHcerUKaund7qWi1UN+GJHBo7nVXX4GFnnMuGd9jMmJvpZsbXziEQicBxncdH3CPeGVGx5GX799dd44IEH8Mwzz2DYsGGYO3eu6XpTKBTo27cv/P39nVZ+e3HnDD300EMwGo3tfiNyRYb+LmxAvcaAlfekYGS8+XWUlpaG1157zapR2p2JMnSJu2YIAGbPnt2uac5a8KUeOlfeBG+5GHFMOWWIx9wxQ2FhYQCA/v37W3TBtgZfMmQwckgvbcT0yGZ89P7blCGecscMAUB1dTWioqIQHh7e7n1dnaG8Gg1K6rV4YeKlxzrpXq5t7Roq0cvLC4GBgQgICEBgYCCWLFnS6nZBQUGQSCTQ6XSmZQUFBR0qoLPcfPPNWLVqFTQaTYfmkbx48SJKSkpghAhDhw+Hn6f1z3VcrGrAvnNlyCiuBWx4VIjjOJSe3IVug8Yh0LvtAT2cSSQSobBGjUqV+RtD30jfVre/cOECZsyYAQA4fPgwHnroIQDA3r174eVl2VImFO6coUmTJkGtViMjIwM9e/Zs9yAszspQhUqLrEo1Vt2Tgm7BSov1a9euxdSpUyGR8GcgJlCGTNw5QxMmTMCRI0egUqng7d3+6cBcWQ81ag3ILFdj4cQ4rF/3OWWIx9wxQzKZDOHh4TAYDFAqldDr9R0aDdzV93I51ZfGBGk4u4cyxGPumCFcvv67dOkCX19fQWWoUWvA34UNWDAqGrGBlz7/0L1c29r1150wYQIKCwsxd+5cMAyDO++8E5MmTbLYTiQSoUuXLmbd6wsLC2E0Gnk1T+OV4uPjcfbsWajVaowYMaJDx9BqtciubMKhzenoGuyNuBBvRPorEeyjgIdUDIZhoDcYUa/WorRWjbzKBmSV1qGyQWOX13AuMwNMQxmevme6XY5nTyKRCKcKLZ8XT4lq/aIPCAgwdYvt2bMnfvjhB8yePRsGQ/tnSuATd84QAOzZs8fUJbPlm5n2cEaGzpY1YWJSIHqFW755pqWlITs7GwsXLmx32R2NMnSJO2dILpebBgccOXJkh47hinpIozdiX24deoR5IpYtx6+UIV5z1wylpKRg69atOHjwIBISEjrcDdhV93IcxyGrUo1JwY04fyIHL7/0ok3HcwTK0CXumqGioiIoFAr89ttv6NatmyAyZOQ4HL5Yj55hXpg/9NJYaHQvZ512N/HMnz8f8+fPR3NzMwYNGoTk5GSEhoZabBcREWF20Wu1WpSUlKBLly42F9oRRCIRZsyYgW+//RY9e/bsUNcKtc6Aas9YAAxyyhuQU37FAE8MIGIYGIyOGRVUZzDifB0wfvLdiA7h16MALMuCYRicuGh50SdHtH7R33LLLXjiiSdw4403IiwsDMnJybxrzesod80QANx5551YtGgRfHx84Onp2e5WymYHZ6i+WY+CWg3en9aj1fVeXl54/PHHrZoax5koQ+bcOUO33HILli1bhr59+3aoN4Az6yGO41BUp8XxogaE+cixdHoP1JUXUYYEwB0zlJycjD179iA6Ohr79u1DXFwclErL3l5tcdW9XLlKh5omHSaPj4E+kTLEd+6YodLSUigUCgwYMAC///67IDJ0tqwJdc0G/DA3CezlHqh0L2dledqz8dq1a/Hll1+itrYW+fn5qKysRGNjY6vbxsTEWCzLzs7ueEmdYNasWejWrRt++eWXdo3QjMs3Q4UlFcC1pv7g4LAGAI7jcPjYSfgEheHFuTc55By2aOlOtCuz3Gy5n4cE0QGtB3TMmDGYO3cukpKSkJiYiIiICEyaNAleXl5oaGhA3759sW7dOixYsAALFixwyuuwB3fPUP/+/TFx4kRcuHAB58+fb1eOOI5DQUm5QzOUUd6EnmGe6NlKL4ATJ04gKioKgwcPtukcjkAZ+oe7Z2j27NmIjIzE6tWrodG071sRZ9VDHMehoFaDbVk12Jtbh6l9QrF8Xl/knz9DGRIAd82QRCLBzJkzIZFIEBERgbVr17b72WRX3sudq2jCYGUV+naPowzxnLtmqLa2FjKZDNHR0UhKSuJ9hqqbdDhVrMKbkxMQ6n3pUW66l2tHedqz8aRJk/Dcc89h4cKFkMlkeOSRRxAXF9fqttHR0RCJRGbdFS5cuNDhLo7OwDAMlixZgg8++AAXLlyAVCpFTEyMVa1gRjBoDO0LcM7v3nPy2GEYTv6BN95dAlkrg0q4mlgsxoVyFXIqzd8gRyUEXfe58WeffRZPPPEE8vPzERERAblcDgDw8PDADz/8YNquI9+WuYq7ZwgAHn30USQnJ0OtVmP79u2Ijo5GZGRkmwNvXspQikMyxHEczleocaFSja/u6G2xfs+ePfjyyy/xySef8HKQIsrQP9w9Q2KxGO+88w7ee+895ObmQiqVIjw83PS3ux5n1EP1zXocyK9HrVqP25JDcW9qJMJ95JQhyhAvREZGYu7cuVi9ejWKiopQVlYGjUaDwMBAKJVKiESi63bDdtW9XKPWgKoLp6As2Y26u0dRhnjOXTOk1WpN92pjxozBhQsXIJFIUFZWBl9fX6vGTHNWhowchyMXGzCpRxAmJAUBdC/X7gy1qxHA09MTn3/+OT7//PM2t5VIJIiOjjbNZYjLg2E0NTXxrnvGleRyOV5++WWcPHkSH374IbZt24YuXbqgV69eSEhIaPWDDMdxOJ+VA11EcDv7Vtgu/dQJNBz7DbMeeAoDEiKce3IrsCwLkUiErWctpw2Z0MOy29TVJBIJ4uPjzZaJRCL07dvXruV0ls6QIZZlMWrUKADArl27sGHDBgQFBSEhIcHUqCaXy83e8ByRISPHobJRh8JaDYrqtFDrjXhrcgIGx5g/LnPkyBH897//xSuvvMLLSoMyZK4zZCg4OBivv/46tm7dijVr1qCiogLh4eGIi4tDaGgoZDIZPDw8oFAozKa2dHQ91Kg1YHtWLfpH+eCNmxMQ6CkFKEOC4+4Zio6OxhNPPIFTp04hPT0d+/btQ1lZGYKCghAaGoqgoCB4eXkhNDQUCsU/g5a58l7u5InjCMrbhlffXEQZEgB3zZBEIjE1VjAMg27dugEAjh8/jqysLHTr1g29evVCREREqx9anZmhc+VNUOuNWDjhUuML1UMdKFOH97RCy8XTguM4ZGZmOvKUdsEwDFJSUrBs2TK8/fbbCA0NxZ49e3D69GmUl5eDu6qLCwfA0HUowLZ/isGO4jgOJwrqUH5iG26++xHMu2mY087dHi1dX7aeMZ8XVSpiMSoxyEWlEg6hZqjFe++9h++++w7Jyck4ffo0SktLcebMGZw+fRoFBQWmqVvsnaG86mZsPFOFbedrIJOK8a+R0diyYBCm9DF/o9Xr9Vi5ciVeeOEF9OrVyy7ntjfKkG2EmiEvLy9Mnz4d33zzDV5++WVER0fj9OnTYBgGNTU1yMjIQEZGBmpqagAn1UPHChvQLViJj2b2NDUAUIbcnxAzJJVKMXDgQMyfPx8rV67E119/jREjRqCqqgqTJk2Cv78/MjMzzaa0dcW9HABkV6igydiF+QuepAy5KaFkKDAwEE1NTRbLb7zxRsydOxfe3t7YuXMndDpdq1PZOitDRXUanChS4aVJ8fBXSqke6iCHNgJ0797dYtnZs2cdeUq7YlkWQ4cOxfvvv49ffvkFY8aMwa5du/D777+bLn6O45CdV4AmXZuHs5v6BhX27NyKnBotXv33+3j4trHOO3k7icVilNU3W8yHOSw+AJ6y9k890tkIPUMAEBUVhYULF2Lt2rV48cUXTS3fBoMB586dg0ajQY6dMsRxHI4XNeBgfj3mDY7AnqeGYtncvrhzYBfThxYAUKlU2LhxI0QiET788EOkpKTYfnIHoQzZRugZ8vT0xNixY/H222/jl19+wUMPPQSGYRAcHIz+/fsjLy8PF7JzcT4n36H1UHG9BoW1GrxxcwLELEMZ6kSEniGGYRAbG4sFCxZg+fLlGDBgACoqKqDVapGTkwOtVguO4+xWD1lLr1Hj1IGdOHRRhXufexPTxvHzyxxQhmwmlAz16tULNTU1pi9oruTr62uap14qlWLnzp3Yt2+f6YtRR38eMhg5VKi0OFJQj93ZtXh4RDTGdFVSPWQDhzYC+Pr6Wox+mZOTA5VK5cjTOoRcLsfw4cOxcOFCFBUVYcOGDf+0gnXp5ZSWY4PRiPS0Ezjx84eQqYrx0z29MSwuwOHn7aiWri9b0i27vkzs2XbXF+JeGWrpOjZv3jycO3cOOp0OISEhyMrOhS6ku80Z0hmM2Jtbh9xqDb66ozceGhENH4X5CKocx+HIkSN4/PHHcfbsWbPn3/iIMmQ7d8zQnDlzcOjQIaSnp+OBBx6ASmtAQY0ax4oaodLYf+otjuNwqliF6Slh6BqgoAx1Mu6aofz8fBQWFiI/Px8cx4Fz0r0cx3EozDqNgysXo+xiNl6eGINZ/fk3UnwLypDthJKhlJQU+Pn54cKFC9cc6LAlQ4MGDUJWVhZ27tz5Tw9pO2WoSWvAhUo1TharcCCvHn9kVuN/J8vx5/kayCVi/Hd2T6TIyqgespHDmx569uyJoqIi089GoxFpaWlITU119KkdolevXli6dCmeeuopbN++Hb2S+6HGK8ShzSkcx6G4XouMA39CUnQCQ2+aiRfvmQoRD+cYvZJYLAbHcVh5ON9sOcMA47oHu6xcQuNuGQoNDcV//vMfPPnkkxg3fjwa1c0oyC1BVFzHBgXSGThcrG3GmdJGeMkl+N+9Keh6jVFWf/75Z2zZsgXz58/HyJEjrzsQCx9QhuzDnTMUGhqKIf36oNDghcwzTVifXokoPxkSgjwQ4imxyzWeV6NBfbMBD4+Ipgx1Uu6YoY8++giPPfYYMjMz0aBjoI9Jdei9nMHIoUylxYVDW2HMPw6flBvwwQO3ITHE03EntQPKkH0IIUNisRjz5s3Db7/9hoyMDMjlcrMxnIxGIwwGAwwGAziOQ0pKCg4fPgy9wQC/iHhUBfSFrxcHEduxeqFJa8Dp0kZkVzUjQClBYrASKVEeiPH3QEyAAt1DPeEpE+N///sf1UN2wHBXP+BuZw0NDfjwww/NnqMPCgrCI488wvs/2vVkZGRg5f9Wo5FVQhI3DDKZ/ec9ra1vQO6506jNTUdp3GTckuSDh0fHIyxAGCOoKpVKHM2rweyvDpktH9EtECvu49/UHXzlrhmqrKyEWCzGpr+O4LUDTRgWG4gY/7ZHQMflQf9K6rXIrW5GYZ0GUhGLOwaE497USLNuVSqVCkePHsWBAwfw3HPPobGxEQqFwqqR1vmAMmQf7p6hCxcuIDY2FhKJBGlF9VhxpBDbMirhq5AgLkCOaD855JKOfbppVjdi98G/0VWXj8/fW0QZ6qTcOUO7j53Fkf27kek1EH2iA+36elQaA4qq6lCRcxbqwjOo6nYLhkcrcOeQrhgUFyyI3x1lyD6ElqGamhrk5eWhpqbG9E27TCaDXC6HTCYDy7LQ6XQoKipCfnE5LhaVYk1zD7AiKbwVYiglLMQiBuAu9R5oaReQiVl4yUTwlIngKRVBxDJo1BqQX6PBhUo1ugV74PHRXTEs1s/0e6F7OcdweE8ALy8vJCQk4Ny5c6ZlFRUVyM/Pb3XuTKHo3r07ho4ai89WbkTDyS+QNG4WQkNCbDqmRqdDaY0KlVox6o5ugKQ0HZxPGJL7D8V3dw9EmD+/W4uvJJFIwLIsVhzKt1h395Bol5RJqNw1Q4GBgTh//jyayvIwsOwYDmtHwpAYhVh/+TUrxGa9EVkVamRXqdGsN2J8YiCeHR+HobF+kIhYGAwG1NfXw9vbG5988gl27dqFbt26mWYr8PPza/W4fEQZsh93z9Dx48exfPlyPPbYY+jTJRSLp/VA+XgNVh8vwdoTJThS0AAfuQgyMQv28s2YmGXgIxcjyFOCIKUE0svTy3JGA/TaZkjkSpzfuRpl545D4ROGyTNuBChDnZY7Z6hP11CknfBG1f7/YXvtzRiQEAk/j45/sVPe0IzcslpU6qRg0zfBs/IsPIMjMWrkMNw3awh8PRVWHIUfKEP2I7QM+fn5WfV+369fP5w/fx67d+/GjWk7MW7GfDSKvFBU1wyVRg+OAwwcB44D9EYOlSotLlarcaJIBa3hUoMIywA9w7zwwbTuGJsYAKPRiIaGBrqXczCnjESQkpJidtEDwKFDh3h50VuL4ziIdU349PWn8cy7/8X5dR8hu+sg9Bg2CX5WvsHrjRyKy6tQeu4YmkpzwdYWQB3UA7GjZmDA+PEYn/Iv9I0L52ULYVskEgnKG5otnn/p4qvAuO62NZZ0Ru6aodzcXEybNg1NTU2o3rwC5ypSkJswEjFBngjylEAuZqE3cqhR63Gxthn51RoEe0mxYFQMpvQOgZdcjOrqamzauAGnT5/GmTNnMHr0aDz88MMYP3487rrrLkFVFleiDNlXZ8jQE088gcmTJ2P27NkI9pLh0VExeGRkNM6VNeJCRSPqm/XQGzkYjBxUzXqcKqrH/rx6GJrqEdRwHor6i0B1ATxikiHpcxMuyhMhHj4UX9+bes1HbPiMMmRf7pyhx+67E3JWj+3bvsX+vBR49xyNHuE+CFRa1xigbaxHzumjKLuYBaa6AF6xffGvO+5FyNAZ6JsQzcspy6xBGbIvd85QSz307fuvYPLkyXhw9mxIpdLr7lfVqIPOYISPQoJmVR3++usvvLWa7uWcxSmNAAkJCfD19UVt7T8jImZmZqK6ulqwb4z19fUYNmwYOI7D8nefx+ZD6fjmf+uwKbMOIfpz8FaXwisgFFK5AlIvfxhlnqjLS0dzXRW0DZUw1leiJGEaJDoVIutKkdJ/IMam/gsj+sRDKubv4BbWEIvFEIlE+N+RHOiN5k+b3DE4qsPPCnVm7p6h++67D+PHj8ea9b+hqVsQdh0+ibOVBdAqAmAUyyDy8ENKtwhMDqqFL1eOkkNH8NaaArz22mtoaGjAhQsXMGjQINx///0ICwsDrjEar1BQhuyvs2Ro8+bNEIvFSE9Px7lz5xAVFQWlUonU8BAEBITgwIEDKCkpQWNxMQIKCrDt5Vdw/Hwhfl17FM1xvVHRfSJKWG8E6jnMHj8Idw6KgLdceKN/U4bsz90z9NjDD2HKTTdg5S8bUBLijV1HTsFfV46QkDCEBnjDyy8QMqUPKrNPo7m+EuraSjTVlCFk1N3IuFgKbX4uunVPxr03P4qBPWIvf4ET7uqX2GGUIftz9wy1VQ+FhIQgICDAVA8VFxejoIDu5VzF4WMCtDhw4AC2bt1qtqx///645ZZbnHF6u+I4DitXrsRNN90EicS8lTi7ohFrth3E8UN70FRdDqNeg6bw/hBFD4BXznbIGT2CQ8IQEx2J4UMGIDkqEDIxvwf4ay+FQgGNARi1eBcqVVrTcomIwYGF4xDkJXNp+YSqs2QIAE6dOoUtW7ejoLAQWk0zpk6dgptvvBFfffUV1Go1wsPDERERgX79+kEmc7/riTLkGJ0pQ2lpadixYweKioqgVqtxyy234IYbbqAMUYZs0pkytOPAUfy8YQsKCwth1GmAmEHwjB8IZPwJ6LTQKfygEvuiUhGFcT3D8NjoGEH2mLkWypBjdKYMUT3E7ww5rRFArVZj6dKl0Gr/+SWwLIsnnngCPj4+ziiC3RiNRjQ1NcFJvzpBEYlE8PDwwKc7s/DB1vNm66Ykh+PjOfydw5PvKEOdA2XIcShDnQNlyHE6Y4YMRg5nSxqwL6cG58tUKK3XgGEYRPjK0SvcCxO7ByLUWxgDlFmLMuQ4nTFDnZEQMuS0r6AVCgUGDhxotsxoNGLv3r3OKoJdcByHH374ARqNxtVF4SWpVIraJi2+3JNjse5fo+JcUiZ3QRnqHChDjkMZ6hwoQ47TGTMkYhn07uKNh0dEY+mMnvjp3n5YNT8F70/rjrmDI9yuAQCUIYfqjBnqjISQIaf2Q09NTbXoLnL8+HFUVlY6sxg2YRgGt91223UHu+isxGIxxGIxPv8rGw3NerN1U5LD0SNcGFMb8hllyL1RhhyPMuTeKEOORxlyb5Qhx6MMuTehZMipjQBKpbLV1q/t27c7sxgdxnEcNmzYAIPB4Oqi8A7DMJDJZCirb8ayA3lm60Qsg6cmJLisbO6EMuS+KEPOQRlyX5Qh56AMuS/KkHNQhtyXkDLk9BHphg8fDrncvOtUZmYmcnNznV2UDunTpw+1erVCKpWCZVl8uPU8mnVGs3WzBkSia6DSZWVzN5Qh90QZch7KkHuiDDkPZcg9UYachzLknoSUIac3Anh4eGDkyJEWyzdt2gS9Xt/qPnxx7NgxwQ3a4Qwsy0IikeDAhUr8/HeB2TqpmMUT47q5rGzuiDLkfihDzkUZcj+UIeeiDLkfypBzUYbcj9Ay5JK56QYNGgQ/Pz+zZVVVVdi/f78rimMVjuOg1+shEolcXRTekclkaNYZsfDX0xbr5qfGINTH/QbNcTXKkHuhDDkfZci9UIacjzLkXihDzkcZci9Cy5BLGgHEYjFuvPFGi+V79uxBeXm5K4rUpuLiYvTo0QMs65JfGW9JJBKIxWIs2XoOF6ubzNZF+CnwOM9avdwFZch9UIZcgzLkPihDrkEZch+UIdegDLkPIWbIZX/BhIQE9OjRw2yZwWDAunXreDfQBMdxOHbsGO+75zgby7KQyWQ4cbEG3+23fIbpndt6QykTu6RsnQFlSPgoQ65FGRI+ypBrUYaEjzLkWpQh4RNqhlzajHPDDTdAJpOZLSspKcFff/3lsjK1RqvVYuzYsRbTeXRmDMNALpdDrTPg+V/SYOTM18/sH4ER3YJcVbxOgzIkXJQhfqAMCRdliB8oQ8JFGeIHypBwCTlDLm0E8Pb2vmY3mOzsbJeUqTU//fQT1Gq1q4vBKy2jX77462lklavM1gV5yfDKzT2uuS+xH8qQcFGG+IEyJFyUIX6gDAkXZYgfKEPCJeQMufyBjuTkZCQlJVksX7t2Lerr611SpqvNmDHDYhqPzkwikUAqleL7/XnYcLLYYv1bU3vCx4NaCZ2FMiQ8lCF+oQwJD2WIXyhDwkMZ4hfKkPAIPUMubwRgGAaTJ0+Gp6en2fKmpiasXr0aOp3OZWUDgJUrV1Kr1xVEIhFkMhkO51Th//7IsFg/s38EbugV5pKydVaUIWGhDPEPZUhYKEP8QxkSFsoQ/1CGhMUdMuTyRgAA8PT0xIwZM8AwjNnywsJC/Pbbb+A47pr7OtqkSZOo1esylmUhl8tRVq/BglUnoL/qwZfeXXzw1q29XFa+zowyJAyUIf6iDAkDZYi/KEPCQBniL8qQMLhLhnjRCAAAMTExGDt2rMXytLQ07N271yVl2rlzp0sDxycsy0KhUKBRa8CDK/5GpUpjtt7PQ4LP7+oHuYTmDXUVyhC/UYb4jzLEb5Qh/qMM8RtliP8oQ/zmThniTSMAAAwbNsximgxcvviOHTvm9PKEhoZajNbZGTEMA4VCAY2ew33L/kZaYZ3ZepYBPpnTDxF+Hi4rI7mEMsRPlCHhoAzxE2VIOChD/EQZEg7KED+5W4Z41QjAsixuvfVWhIeHW6zbtGkTzp4967SyZGRkIDQ01KJLTmfDMAw8PDygM3L414/HcCS32mKb5yYlYXi3QJeUj5ijDPEPZUhYKEP8QxkSFsoQ/1CGhIUyxD/umCFeNQLg8lQLt99+O7y9vc2WcxyHX375BZmZmU4pR1lZGV3wly94Iwc88dNJ/HW+wmKbGf0j8K9RsS4pH2kdZYg/KEPCRBniD8qQMFGG+IMyJEyUIf5w1wwxHE8f8qioqMB3331nMRIly7KYMWNGq91k7KW6uhoSCX+ndHCGli4vHBg890sa1p0ostjmpt6h+Pj2FIhFvGtLIpQhl6MMCR9lyLUoQ8JHGXItypDwUYZcy50zxNvSBgUF4c4777S4+IxGI9asWYOTJ0867Ny7du3q1NNgiEQieHh4oFnP4f7lf7d6wY9ODMJ/Zgvvgu9MKEOuQxlyD5Qh16EMuQfKkOtQhtwDZch13D1DvO0J0CI3NxerVq1qdX7McePGYfjw4XbtpmIwGKBWqzvtKJgSiQQymQwVKg3u/eEo0ovqLbYZ3NUfy+4dJIiRLwllyNkoQ+6HMuRclCH3QxlyLsqQ+6EMOVdnyBDvmy26du2Ku+66q9XuKDt27MCmTZug1+vtdr4ff/wRjY2NdjuekMhkMsjlcmRXqDDtswOtXvDJkb749p6Bgr3gOyPKkPNQhtwTZch5KEPuiTLkPJQh90QZcp7OkiHe9wRocfHiRaxatQrNzc0W66KiojBr1ix4enrafJ6GhgabjyE0DMNALpdDLBZj/4VKPPzjMdQ3W76RjOgWiP/e2Q9e8s79fJBQUYYchzLUOVCGHIcy1DlQhhyHMtQ5UIYcp7NlSDCNALg8QuWPP/7Y6oXp7e2NGTNmICoqqsPHX79+PYYOHQoPD2HM72gPIpEIcrkcBg74z/bz+O/ubLR2RczsH4H/u603JAJ85oX8gzJkf5ShzoUyZH+Uoc6FMmR/lKHOhTJkf50xQ4JqBACAuro6/Pjjj6iosJyegWEYjB07FsOGDQPLtv+PU1RUBC8vr04xFQbDMJDJZJBIJCiobsIT/zuB4xdrW932yfHd8MS4bp3i99IZUIbsgzLUeVGG7IMy1HlRhuyDMtR5UYbsozNnSHCNAACg0Wjw66+/4ty5c62uj4mJwdSpU+Hn52f1MY8cOYKYmBgoFAo7lpSfxGIxZDIZWJbF72klWPhrGhpa6e4iZhn83229MWtApEvKSRyHMmQbyhChDNmGMkQoQ7ahDBHKkG06e4YE2QiAy1Nj7N69G3v27Gl1vUQiwYQJEzBgwACrWsGOHz+O2NhYiETCHeChLVe2dpXVN+Pfv2dg46niVrcN8ZbhP7NTMDQuwOnlJM5BGWo/yhC5EmWo/ShD5EqUofajDJErUYbajzJ0iWAbAVpkZWVh3bp1aGpqanV9ly5dcPPNNyM8PPyax8jLy4OPjw/EYrEDS+o6DMNAIpFAKpVCZ+Dw/f5cfLwjC41aQ6vbj+8ejPdnJMNfKXV6WYnzUYbaRhki10MZahtliFwPZahtlCFyPZShtlGGzAm+EQAA6uvr8euvvyIvL++a2/Tv3x+jR4+Gl5eXxbpt27ahb9++kMvlDi6pczEMA7FYDKlUCpZlsS+rEos2piO7ovUpP6QiFi/dlIR5qTFu87wLsQ5lqHWUIWItylDrKEPEWpSh1lGGiLUoQ62jDLXOLRoBcLk7zJEjR7B9+/ZrzpMpkUgwdOhQpKamml3gKpUKbvJrAK5o6ZJIJGBZFqcKavHJzgvYnlF2zX3igpT4ZE4/9Aj3dmpZCX9Qhv5BGSIdQRn6B2WIdARl6B+UIdIRlKF/UIauz20aAVpUVVVh48aNyM/Pv+Y2MrkcvtHdcftNY+Hn4wWj0QitVgu9Xi/oi18kEkEsFkMiuTRv5eHcany26wL2ZlVecx+ZmMUjo+Px0KhYyCXu+/wPsR5liDJEbEMZogwR21CGKEPENpQhylBb3K4RAAA4jkNaWhq2bt2KxsbWu3oAgB4sxMHxmDppNFLiwsFxHPR6PfR6PQwGgyACcHUrl9HIYff5cny2KxvH8muuu++EHiF4bXIPRPp3nnlAiXUoQ5QhYhvKEGWI2IYyRBkitqEMUYauxy0bAVo0Nzfjr7/+wpEjR2AwtD7oAwAYOAbn/Ydg2tDuuCU5HEqZmNcBaHm2peU/AMitbMTaY4VYd6IIRbXq6+4fE+CBRbf0xJikYCeVmAgVZah1lCFiLcpQ6yhDxFqUodZRhoi1KEOt6+wZcutGgBa1tbXYtWsXTp061er6SqMHNml7AGCglIowpW84buwVhsGx/pCJReA4DgaDAXq9HkajEUaj0akhYBgGIpHI1L2lZYqPOrUOm9KKsfZYIY5frG3zOCHeMjwwIhZ3DYnuNF1diH1Qhi6hDJGOogxdQhkiHUUZuoQyRDqKMnQJZeiSTtEI0KKiogLf/rIZTaU5YK8Y7HGXNg75Rn+L7T2kIgyLD8TYpGCMSQxGqM8/g2cYDAYYjUbT/+0RBIZhwLKs6f8sy0IkEpkucr3BiFOFddiXVYl9Fypw4mIt9Ma2zxnl74F/jYrD9P5dIBN33oud2I4yRBkitqEMUYaIbShDlCFiG8oQZQidrRGgxd/nC7Bp224YKnLQYJRhvbYXgLangEgK9UJKlB96dfFGr3AfJIZ6mbUgcRx3zf+u1DLdRMv/r7zQr1TdqEVmaT0ySxpwOLcKB7Kr0NDc+kifrekW7IkFY+IxuU8YxCLWij0IsQ5liBDbUIYIsQ1liBDbUIY6t07ZCNCisqYOf57IwcasZhzOrW73/iKWQbdgT/QI90aErwLB3nKEeMsR4i1DiLccAUrpNS82o5FDnVqHqkYtqhu1qG7UoKpRi5yKRpwrbcC5sgZUNGjaXSaFRIQbeoVier8IpMYFgGXdd35L4nqUIUJsQxkixDaUIUJsQxnqnDp1I8CVcipU+PloAdYeL0SlSmu344pZBizLQMQwYBmAZRmwDAOVRg+DFV1XrDUk1h/T+0Xgxt5h8JSJ7XZcQqxFGSLENpQhQmxDGSLENpShzoMaAa5iMHJIK6zFrsxy7DxXjvSielcXqVUyMYtBXf0xolsgbuwV1ummtSD8RRkixDaUIUJsQxkixDaUIfdHjQBtKK9vxu5zFdh9vhynCuranG7CkXp18cbw+CCM6BaI/tF+nXpESyIclCFCbEMZIsQ2lCFCbEMZcj/UCNBO1Y1anCmuQ3pRPdKL63CmqA4Xq5tgx54s8FFIkBjqhaRQL9P/u4V4wVsusd9JCHERyhAhtqEMEWIbyhAhtqEMCR81AtiBwcihSqVBWb0GZfXNKGtoRlm9BpUqDYxGDgYjByMHGLmWf3PwlInhp5QiQCmF/+X/ApQyhHjLEOQlM42USUhnQBkixDaUIUJsQxkixDaUIWGhRgBCCCGEEEIIIaSToMkSCSGEEEIIIYSQToIaAQghhBBCCCGEkE6CGgEIIYQQQgghhJBOghoBCCGEEEIIIYSQToIaAQghhBBCCCGEkE6CGgEIIYQQQgghhJBOghoBCCGEEEIIIYSQToIaAQghhBBCCCGEkE5C7OoCCMnWrVuxdetWAIBSqUSvXr0wbdo0iMXidq2fM2cO+vfvbzruiRMnsHLlSowfPx433HADjh8/jlWrVpmO88Ybb7jg1RJiP1qtFmvWrMH58+cRExOD6dOnw9vb27T+2Weftdjn3XffhVgshl6vx7p165Ceno6EhATMmjULEomk1X19fX0xZswYDBs2zLSsrf0JEaLc3Fxs2LABDQ0NGDp0KMaPH29ad+TIERw8eBBPPPGEadmGDRtw8uRJLFy4EDKZDACwZ88ebNy4EYsWLYKXl5fZ8Xfu3Il9+/YhICAAt99+OwICApz46ghxnMLCQvznP/+55vqnn34aH374IZ5++mmEh4dbrH/22WeRkJCABx980LRsy5YtqKurw+zZs4HL9VdlZSUAYNq0aWZ1EiGE8AH1BGiHAwcOYMuWLQgNDQXLsnj55Zdx6623tmv9F198gffff9/suO+//z6++OIL7Nu3DwCgUCgQGhqKxsZGfPbZZ058hYTYX3NzM4YMGYJPPvkELMvi0KFDGDhwIM6dO2faZsmSJTAajQgNDTX9xzAMAGDIkCFYt24dRCIRPv74Y4waNQo6na7Vfevr6zF58mR88cUXpvVt7U+I0OzevRu9e/dGWloajEYjPvjgA0yfPt20Pi0tDStWrDD9vGzZMtx7772YMGGCqQEAAN5880188sknWLNmjdnxZ8+ejf/7v/+DXq/Hjh07kJiYiNzcXCe9OkIcSyKRmOoZpVKJJUuWQKlUmpZJJBIsWbIE5eXlre6/ZMkSLFiwAFlZWaZl+/btw+bNm00/BwUFITQ0FOvWrcOJEyec8roIIaRdOGK1RYsWcVOnTjX9fPz4cQ4AV1FR0a71ISEhXHV1NcdxHFdTU8MFBwdz06ZN415++WWz8+3atYsLCAhw0qsjxDH++OMPLiQkhNNoNKZlFRUVXElJielnANyJEyda3f/cuXOmfzc1NXFKpZI7ePDgNfddunQpN2TIEKv3J0RobrvtNu65554zW5aWlmb699dff83179+f4ziO++KLL7iAgADu6NGjZttfvHiRk0ql3FtvvcWNHDnymsfiOI4bP34898orrzjglRDiWiUlJRwAs/qIa6NOAsDdfPPN3Jw5c0zLXn75ZW7evHkW244aNYr75JNPHFByQgixDfUEsIFarQbLsmDZ1n+Nra2Xy+W49dZbTd39V61ahVtvvRUeHh5OKzchzsSyLPR6PdRqtWlZYGAgQkNDrdo/ISHB9G+dTgej0WjRdflKGo3GLE/t3Z8QvmNZFvX19WbLevfubbHdxx9/jNdeew07duzAgAEDzNatWLECY8aMwUMPPYSDBw+afdN/9bEUCsU16zlCOqOFCxfi999/R3p6uquLQgghHUJjArTTmTNn8Oyzz6KxsRGbNm3Cyy+/DH9/f6vXA8C9996LRx55BAsWLMB3332HTz/9FJ9++qkLXg0hjjd+/HiMHj0asbGxGD9+PFJTUzF9+nRERESYbbd06VIEBQUBAFJSUnDnnXea1n3++efIyMjAvn378Nprr6Fnz56t7ltRUYEjR47gm2++MVvf1v6ECMkrr7yCyZMno0+fPhg5ciTGjh2LKVOmmMafAYD09HQ89dRT+Pvvv5GcnGxxjOXLl+OFF15AUFAQRo8ejRUrVuC1116z2O7o0aPYtWuXxWNshHRmgYGBePTRR/Hqq69i3bp1ri4OIYS0GzXtt5NMJkNoaCg8PT2h0+kwYsSIdq0HgEGDBkGtVmPlypVoamrCkCFDnPgKCHEukUiEX375Bfv378e4ceNw4MAB9OjRA7t37zbbLiAgwPRMpo+Pj9k6f39/hISEICAgAH/++ScaGhpa3bdr166QSCTYtm1bu/YnREiSk5ORnZ2NDz/8EGFhYVi0aBGGDRsGjUZj2qZr164YMGAAXnvtNYsxMA4dOoTc3FxMmzYNuDwGwPLlyy3Oc+HCBUybNg2fffYZkpKSnPDKCBGOZ599Frt378axY8dcXRRCCGk36gnQTvHx8abRyJOTk3HPPffgwoULUCgUVq1vMX/+fDz00EN4/fXXXfAqCHG+pKQkJCUl4cEHH8SCBQuwZMkSjB492rR+7ty56Nu3b6v7toy4/PLLL2PgwIFYvnw5FixY0Oq+c+fORXx8PO677z5ERkZatT8hQiOVSjF+/HiMHz8eTz31FCIiIrBlyxZMnToVuDyzzJ9//omxY8fi9ttvx88//2zqKbBs2TL4+fnh7bffBgDU1tYiOzsb+/btw/Dhw4HLsw+MHTsWL774IubOnevCV0oIP/n5+eHpp5/GK6+8YjbjEyGECAH1BLDBnXfeCW9vb3z33XftXn/PPffg9ddfxz333OOEkhLiOpmZmcjPzzdbplKpzEYpv5aCggKUlpaaftZqtVCpVNcdQ0OtVoPjOOh0ug7tTwjf7dq1y+zbfY1GA51OZ5EpX19fbNu2DVlZWbj77rthNBqh0Wjw888/Y9q0aaaeN0lJSRgyZIipN0BBQQHGjh2LJ598khrLCLmOJ598EkePHjXN7kQIIUJBPQFswDAMnnnmGfzf//0f/vWvf7VrfWBgYKtzowNAcXExPvzwQxQUFKCpqQnPPvssAgMDsXDhQoe9FkIcRaPRYNq0aYiJiUFcXBwyMjJw9OhRbN26tc19dTodpk6dioSEBPj5+WH37t3w8fHBrFmzzLZrGROgsbERv/32G6ZPn47Y2Fjk5ORYtT8hQnLo0CE8+OCDGDRoEDw9PbFlyxb0798fY8eOtdg2ICAA27dvx+jRo3HvvffipptuglgsxkcffQSpVGrarkePHrjjjjvw8ccfY+rUqTAajSguLjbVU1eP00GIu7tynBoAuOWWWzBq1Cizbby8vPD888/jhRdeQExMjGn5Dz/8gPT0dGRnZ2P9+vXIy8vDHXfcgX79+jn1NRBCyLVQI0A7TJw4ESkpKWbL7r77btTV1aG8vNyq9VeP0NzijjvuMD0HfeUctgMHDgQudzsjRIiSk5ORlpaGXbt2ISsrCyNHjsTatWvh6+tr2mbx4sXo0qWLxb6xsbHYu3cvtmzZgsrKSsyaNQujR48GwzBm+7ZQKpWYM2cORo4cafX+hAjNiy++iHnz5mH37t1oaGjAnDlzMGrUKNN1PXjwYMjlctP2wcHB2LFjB1auXImGhgZ8//33Zg0AAHDDDTdg0aJFqKysxAMPPIDGxkaz9VeP00GIO/D29sbixYvh7e1ttvzKeqWFUqk0rQsODjYtf/TRRyESicwGnPXz80NoaCieeOIJ07KrHwslhBBXYrhLc54SQgghhBBCCCHEzdGYAIQQQgghhBBCSCdBjQCEEEIIIYQQQkgnQY0AhBBCCCGEEEJIJ0GNAIQQQgghhBBCSCdBjQCEEEIIIYQQQkgnQY0AhBBCCCGEEEJIJ8H7RoCLFy/iiy++wPvvv4/jx4+blut0Onz//fdYvHgxCgoKTMtXrlyJ7777zvSzSqXCwoULkZ6e7vSyE8IHlCFCbEMZIsQ2lCFCCOEXXjcC7NmzB4MHD8bJkydRU1ODhx9+GKtWrQIAzJw5E3v37kVOTg4GDRqEhoYGAMC6devw+uuvo7m5GQCwadMmfPnll8jMzHTpayHEFShDhNiGMkSIbShDhBDCP2JXF+B6nnnmGfz8888YOXIkAMBoNCI7OxsA8MEHHyA+Ph4AkJWVhdzcXPTp0wcAMGbMGPz555+YOnUq1q5di8mTJ7vwVRDiOpQhQmxDGSLENpQhQgjhH972BDAYDMjPzzdVGj/99BNeeuklHDlyBABMlUZBQQFUKhV69Ohh2nfGjBlYu3YtVCoVGhsbERIS4qJXQYjrUIYIsQ1liBDbUIYIIYSfeNsIwDAMOI4z/axUKtHY2Ih169aZllVWVmL+/PlYvnw5xOJ/OjVERkaivLycWo5Jp0YZIsQ2lCFCbEMZIoQQfuJtIwDLskhISMDmzZsBAFOmTMG8efNM68vKyjB9+nR8+OGHSEhIsNh/4sSJeOmll3Dbbbc5tdyE8AVliBDbUIYIsQ1liBBC+InXYwIsXboUt956K0aOHImwsDAcO3YMU6ZMAQBMnjwZgYGBWLVqFVatWoX777/f1K0MAO644w54eXkhNDTUha+AENeiDBFiG8oQIbahDBFCCP8w3JX9tHiooqIC27dvR11dHYYNG4bevXsDAD799FOoVCrTdnPmzEF0dDTWr1+P1NRUBAcHm9bt2rUL4eHhSExMdMlrIMSVKEOE2IYyRIhtKEOEEMIvvG8E4DPOYICusBDavDxoCwuhKy6GvrwChqpK6GtqYayvh7GpCY0NTWCNBrCcESzHYW9CKtaOvhseMjE8JCIoZSKE+sgR7a9EVIAHYgKUiPL3gEIqcvVLJMShKEOE2IYyRIhtKEOEkM6I148D8AlnMECTlQX1yVNQp5+G5mwGNNnZ4DSaNveVX/WzWqNDVrnqGlv/I9hLhsRQL/SP9sOAaH+kRPlCKaM/GREmyhAhtqEMEWIbyhAhhFxC70LXoc3Ph2rvPjQeOICmo0dhbGiwy3FZzmjVduUNGpQ3aLA3qxIAIGIZdA/zwoBofwzu6o+RCUFUkRBeowwRYhvKECG2oQwRQoglete5Asdx0GRkoH7zFjTs2AFtTo5DzsN28AkMg5FDelE90ovq8cOBPMglLEYnBOOmPmEYlxRMlQhxOcoQIbahDBFiG8oQIYS0jcYEAKArLUXd+vWo27AR2txcm47FyGQQBwZC5OcHkY8POIUC52p10IGFjmOg44CLIV1xOGkYmrR6NGkMqG/WoVKltem8MjGL0YlBmNwnHBN7hkAmpmfQiPNQhgixDWWIENtQhgghxHqdthGAMxrRuH8/alb9BNVffwFG67p1tZBEREDePQmybgmQxsZCGh0FSUQERL6+YBim3eVp1OhxsboJ+VWNyK9qQn51Ey6Uq5BWWItmXfvKFuQlw12Do3HnkCgEesraXRZCrEEZIsQ2lCFCbEMZIoSQjul0jQBGrRb1Gzei6rvvre8ixrKQ9+oF5eBBUPTrB0XfvhD7+bX73BqNBgaDwfQzwzBgWdbs/y3/bqEzGHGmuB5/51Xj77wa/J1fbXVLs1TMYmpyOOYP64oe4d7tLi8hraEMEWIbyhAhtqEMEUKIbTpNI4BRq0Xt6jWo+uYb6EtL29yeVSrhOXo0PMeMgefwYRD5+tpcBrVaDb1eb9W2LMtCJBKZ/mupTDiOQ1a5Cn+cLsEfp0twvqztkWkBIDUuAM/fkIS+kba/DtI5UYYoQ8Q2lCHKELENZYgyRAixD7dvBOAMBvx/e/cd31Z973/8fc7RtCx5770Sx07i7J0QMgiEsFPGhUIp0FugBW5bRrlcoO2vg94yCqVQVsMKM6FAckND9k7IcqbjeMdbHrJsWfuc3x+JjWXJtmxrnCN/no8Hj5ajI+kbk5e/9ldndHz5FfSvvAJHQ8Og+zJyOcKXLEHENaugWbgQrNK3h18NZ+JwGxvDuEwkHHfxPLGy5k5sPNGITacaUNI49BVvV01OwmMr8pEeEzaicZCxhxpyRQ2R4aKGXFFDZLioIVfUECFktEJ6EcB06BCa/vBHWEtKBt1PkZGByNtuRcR1143o0DBvjWbi6I9lWchkMsjl8t6V5eILBvxzbyU2nmyA3Tnwf1Y5x+CHczLx8yW5iNIofDIeEpqoIc+oIeItasgzaoh4ixryjBoihIxGSC4COPR6NP3pORg3bhx0v7A5cxBz94+gWbgQTJ9zt/zFlxNHXyzLQi6XQyaTgWVZNBst+OBANT44WIM208DnnGlVMvzqivH44ZwMsOzwL4BDQhc1RA2R0aGGqCEyOtQQNUQI8Z+QWgQQBAEd69ej6bk/gzcaB9xPs2gh4h58EOqiooCOz18TR189K8oymQwWuxNfHKvDX7ecR6PRMuBz5mbH4M+rJyMtmg4rG+uoIWqIjA41RA2R0aGGqCFCiP+FzCKAvakZDU89BdPu3QPuo54xHfG/+CXCpk0N6Nh6BGLi6MFxHBQKBWQyGcw2J97ZW4nXdpSjy+r5/TUKDv99dQFum5U2otviEOmjhlxRQ2S4qCFX1BAZLmrIFTVECPGXkFgE6Ny6FQ1P/jecHR0eH5enpiL+8cegXbYsqN8UAzlx9GBZFkqlEjKZDK1dVry89Tw+PFgDB+/5P/vCvFg8d9NkJEeqAzpOElxiakjgebR//DHaP/wQgsUK7VVXIu6BB8CGhVFDRLTE1NBgqCEiVtTQwKghQoivSXoRQLDZ0PSXv6D9vfc97yCXI/a++xDzk/vAqlSBHp6bYEwcPTiOg1KpBMdxqNB34dfrT+JgZZvHfSPD5Hj1P6Zhfm5swMdJAktsDQmCgMbf/Q4d69ZDOW4cGJkM1ooKyKKjkfHhB7Cr1dQQERWxNTQUmoeI2FBD3qOGCCG+ItlFAIdej9qHHob52DGPj6uKJiP597+HMjc34GMbSDAnjh5yuRxKpRKCALy7vwrPfVMCi513249jGTx19QT8aF4mHVIWosTYkPHbb1H3yH8hfPFiyGJiAACC3Q7Tnj2QJSUi4a234Azy30dqiPQQY0NDoXmIiAk1NDLUECFktCS5CGA+fRq1DzwIR1OT+4MyGeJ+9jPE3HsPGJksGMMbkBgmDly6T61KpYJMJkOFvgu/+qwYR2sMHve9ZUYafnt9IZQyLuDjJP4jxoYEhwNly5aDi46GeuJEl8d4iwWdW7bAcvMdyHnw3oCNaSDUEBFjQ96geYiIBTU0OtQQIWQ0JLcI0LltO+p++UsIZrPbY/K0NKS88DzUkyYFZWxDEcvE0UMmk11cSQaDt3ZX4H//fc7j+WXTM6Lw+h3TEadVBmWcxLfE2pDxm29Q/9jj0K1cCUbhfs/jU9UtCCs+jIQv1iMhVhfw8XlCDY1NYm3IGzQPETGghnyHGiKEjISkFgHaP/sMjc88C/DuhzyFL1uK5D/+EZxWG5SxeUNsEwf6rSQfqGjFAx8e9Xg/2pRINT66bw7SY+jWM1Im5oZq7rkX9sZGhE2f7vFxnhdwLyZj4qQsPL1yXMDHNxBqaGwRc0PeoHmIBBs15HvUECFkuNhgD8BbrW+/jcb/edrjpBH38ENIffllUU8aYiUIAsxmM6xWK+Zkx+DLB+cjP9H961hnMOOWN/ajqsUUlHGS0RNzQ06jEaYDByBPSxtwH5ZlMDdNg3+daEKH2R7Q8Q2GGho7xNyQlFFDYwc15B/UECFkuCSxCNDy2mto/t+/uG1nlEqk/PWviL3/fjCsJP4oomWz2WA2m5Eapcb6B+bhqomJbvs0dFhwyxv7UaHvCsoYyciJvSHTwYNgZDLIYge/inG+loFKxuKrEx7OIQ0yaii0ib2hUEANhTZqyP+oIUKIt0T/3bbl9X9A/9eX3bZzERHIeHcNdCuuCMq4QpHD4UB3dzeUHINX/2MaHlrifjXeJqMVt7xxAGXNnUEZIxk+KTTUfegQZHFxQ/4AyDIMsmNU+PhIPcR4JhM1FJqk0FCooIZCEzUUONQQIcQbol4EaHvvfehfesltuywhARlrP4R6ypSgjCuU8TwPs9kMnnfiF1eMx2NXjnfbR99pxa00eUiCVBrqPnwEXFSUV/vmxqhRa7Dg6AWj38c1EtRQaJFKQ6GEGgot1FDgUUOEkKGIdhHgyEsvoekPf3DbLk9ORsaHH0CZkxOUcY0FgiDAYrHA4XDggcW5+O+VE9z2aemy4e4136G1yxqUMZKhSaUhwW6HtawMXHS0V/uHKTikRiix8ZT4TgnoQQ2FBjE35GhtRcfXG9D+2Wcwnz4tyiNjRoMaCg1ibijUUUOEkMGIchHg/PovoHzjTbftsuQkpL/3HhSpqUEZ11jSc5EZh8OB+xZl4+lVBW77XGgz4yfvH4HF7gzKGMnApNSQraYGsNvBRUR4/ZzUCCW2lLSAF/EvPtSQtIm5ofbPPkfZ4svR+JvfQP/Ci6i6aTUqb7wR3ceOBW1M/kANSZuYGxorqCFCyEBEtwjQfPgwzM88A67flWPZmBhkvPMOFKkpQRvbWGQ2m2G32/HjBVn4zbWFbo8fqW7H4+tOhNynUFImtYZslZVg1GqwKpXXz0mNVKLD4sCJOnGeEtAXNSQ9Ym6oc+tWND7zDFRFRdBedRW0y5dDt2oVBJsd1bffgZZ33gm5v0vUkPSIuaGxiBoihPQnqkUAi8WCil/+CnK76+2/7HI5ol96EYrMzKCNbSyzWCyw2+24a14mHrzc/dC9L4/X4+WtZUEZG3ElxYZs1dXgdLphPUcpY5GkU+Dbsy1+G5cvUUPSIeaGeIsFDc88C2V+PpTZ2WAYBgDAhoUhbPp0hM2ZA/2LL6H5+RdC7od5akg6xNzQWEYNEUL6Es0igCAI+PLLL7Fr5kwYdd/f25RnGGh++xvEzZwZ1PGNdT3nlf1y+XisnOR+y5kXt5Ri44mGoIyNXCTVhmz19WCUymE/L1mnxLclLZL5ZYcaEj+xN2T85hvwJhNU+fkeH1ekpiJ8/ny0vfsuWt95J+Dj8zdqSPzE3tBYRw0RQnqIZhHg0KFDOHv2LLrDNdiybBma4+IAALb77kXODTcEe3jk0uQhCDye/8EUFKW6n7/9xPoTqDOYgzI2It2GHLW1YNXqYT8vNUKJBqMVla3S+TtHDYmb2Bvq+OpryFNSwMhkA+4ji49H2KxZ0D//Arp27gzo+AKBGhI3sTdEqCFCyEWiWASor6/H5s2be//drlBg5+LL0HDnnZj6i1/0bi8tLQXf7/wyEjg9F5hRyhi8edcMJEe4nsPdaXHgl58eB89L45PZUCLlhuxNzWBGsAgQruQQq5FjV1mrX8blD9SQeIm9IcFuh/nwYciTkobcV5GSAtWECaj75a9gb2wMyPgChRoSL7E3RC6ihgghEMMigN1ux7p16+B0ul6VNCk9HYsee7T33wVBQENDAxwORxBGOTTebEb30aMwnzwFQaRj9IWeW87EhSvx5l0zoOBc/wodqGjDW3sqgja+sUjqDTlaW4d1UcC+ErVybDsnnUUAUEOiJIWGrOfPQ7DZwMXEeLW/csIEsBoN6h97XDKnzHiLGhIfKTREvkcNEUKCvgiwbds2tLa6/hCvUqmwevVqyPoc8sgwDC677DIAwMcffyyqH2qM336L85ctRvUdP0TVzTfj/OWXw7hpU7CH5TdOpxNWqxWFyRF47Mrxbo//77/P4Uy9+K/aHiqk3hDf0TGiawIAQEqEEsV1RnSY7V7sLR7UkLhIoSFrWRlYnQ6sQuHV/gzLQj1jBszHj8Pw+ed+H1+gUUPiIoWGiCtqiJCxLaiLABcuXMD+/fvdtl977bWIiory+ByFQoGVK1cCAFpagn9lcNO+fah75L+gyMhAxA03QHfddZAnJKLuV4+i+cUXQ3aCs9vtF283Mz8L83JcP5myOwU88skxuudsAEi9Id5igWCzgfHyF5v+YjVyqOQs9la0+3xs/kYNiYNUGrJduABWoxnWcziNBqqCAjQ/92c42tr8NrZgoYbEQSoNEXfUECFjV9AWAZxOJ7766iu37UVFRSgoKBj0uTqdDgaDAUeOHPHjCIfG22yo//WTUOblQTVhAhiOA6tQQFVQAM3ChWh9559ofevtoI7Rn6xWKwABz99cBJ3K9UJVpU1deHtPZdDGNhaEQkNO48VPGRi5fETPZxkGyToFtpdK65SAHtRQcEmpIXtD44iOmFHk5oJRqdD8/PN+GVewUUPBJaWGiGfUECFjU9AWAQ4ePAi9Xu+yLTw8HFdeeaVXz4+KisKKFStQW1uLw4cP+2mUgzN+9RWcRiNUHiY6eXw8NLNmQf/iizB5WCEPBT3nlCVFqPH7Gya5Pf7q9jI0GS1BGdtYEAoN8V1dwCgWAXDpVoG7y9rgkOBFjKih4JJSQ059M9gRLAIwLAv15MnoWP8FzKdP+2VswUQNBZeUGiKeUUOEjE1BWQTo7OzEjh073LavWrUK6mFeJTw2Nhbp6emw2WxuF6Txt/ZPP4MiPX3A2zXJU1KgzMtD3WOPwXnpl51Q43Q6YbfbcU1Rsts9Z7ttTvz5m3NBG1soC5WGfLEIkKRTwOrgsV+CpwSAGgoaqTXkaGsf8WkzsthYyNPT0fT/fh+Sp6hRQ8EhtYbIwKghQsaeoCwCbN++HTabzWXbuHHjkJ+fP+zXUqlUiI+PR3FxMU6ePOnDUQ7O0doKy4kTkKelDT6+iRMBuwP6F18K2NgCzWq1gud5PLlyAhQy179S647W4kStIWhjC1Wh0BAA8N3dgEwGhh35tyIFxyIjSolPj9b7dGyBRA0FntQacnZ2jngRAJfmIvPJkzBt3+7TcYkFNRR4UmvIE4dej5Y33kTd40+g4Xe/Q8fXX4fshzZDoYYIGVsCvgig1+tx7Ngxl20cx3l96NhAZsyYgaKiIpw9exbt7f7/RLD70CEwajW4AS5604PhOKiKitD+0UewlYfm7VYEQYDVakVqVBh+sjDb7fHffn0mJD99CpZQaQiXFgFG84tNj9xYNXaVtaGqtdsn4wo0aiiwpNgQ39U1qiNmOI0GhpwCnP3Nc7CYrT4dmxhQQ4ElxYb669q7F2UrrkTbmjWwnDgB0+49aHjmWZyfvwANzz4L24ULfn1/saGGCBlbAr4IsHXrVrdvInPnzkV0dPSoXpdhGDAMA5ZlIZPJ/P6Nqru4GLKYGDAMM+S+8oQEOJNScPyZP/p1TMHkcDjgcDhw/+IcxGtdz1s9XN2OTacagza2UBMqDQEAbzKN6hebHvHhCiTrlHhhm3QvYEQNBY4UG/JFK7ET8vBZ/jK8c7DOZ+MSE2oocKTYUF+26mrUPvgzKDIyEL50KcJmzoRmzhzoVq6EesYMdG3bjvIrVqD2oYfQtWsXeLPZL+MQG2qIkLEjoIsAjY2NKCkpcdmmUqkwf/58n73H+PHjodVq8cknn6Czs9Nnr9uf5dQpsDqd1/t3FUxFRYsJX+/4Dh999BGeeeYZ7Nu3DwDw/PPP46233kJxcbGkz4WzWq3QKGV4/Er3QwH/vqOMVpB9IJQaQs8vNgNcU8MTQRDQpa9FzXebcerrN9FSfvGw0XPfrkVC7Q4cPHIMG040+HHE/kUN+Z8UGxLsdghm86iPmglXcIicMwNrvj2K195+j+YhMiJSbKi/pueegyw6GqqJE10+zGFYFoqUFIQvXozwxYthOVeKCw88iHPTpqN0zlycmrcQuxevxMo/folbf/0ifvTzx/DRhosLItQQIURKAroIsHv3brdtCxcuHPYFZLxx4403QqvVoqKiwi/fsGzlFeC8XARw8DxqbB1YG6HAm6/8Bc16PRYuXIi8vDwAwOzZs8EwDP72t7/hoYcekuzkwfM87HY7bpiagokprl+bU3VG7C+X5m3cxCSUGsIwPt108Dx2NzXhk/X/xKmv3oS104C43CnQxl+8JkdMViFUchZJVZvx998/ifJm/y5e+As15H9SbMjR1gYAYFSqkb/GpYbObn0XCSWf4d9HyzB73nyah8iwSbGhvux1dejavgPKgoJBj+aUxcVBM3s2Iq69FuFLloCbMAGHkpPxWowW8iNrYetsR5MmB38+ZMZVrx6CKTIH3TYnNUQIkQTvP4IbpdbWVpzud3uisLAwzJw50y/vp1Ao4HQ6UV5ejvT0dMiG8WnjUJxdXXC2t4PVagfdz8bzkDMMThkM2FBbi9kzLsentnHIW1qAZYXxvfstWLAACxYswN13343a2lpwHId169ZBJpPhqquugsIH50wHis1mg0YjxwOLc/HAh0ddHvvHrgrMy40N2tikLpQa6uE0dg56JED/hqbOXoLucfPAcq7Pic0tQmxuETLnXo09Jyvw88/P4o6YamhUCmqI9JJqQ/a6eoBhwI5gEcBTQ+3Zc7ClrBPr9BrMD48EaB4iXpJqQ30Z/70ZXFTkkNd06mFnWcijo1HKMNjR3IwZc1znoW67E5WtFmxtj0d7dzTSpkxBusKEZ/6vDIZTO6FUyDB1/lJMSY9GYVK4V6eRBhs1REjoC9iRAAcPHnTbNnfuXL/+YMFxHJYvXw6r1Yp//etfPltFtlVXX3z98HCPj1ucTmyovYBHDh3COaMRRVFR+OO0aZiSPxH5iVq8uK0SNgfv9jyWZZGeng4AyM/Px969e/HTn/4Ue/bskczhVz0ryCsKE5ERE+by2M5SPUoajUEbm9SFUkM9nIZ2QMa5bR+oofF5hW4LAH2xLIe5E3NgtjnxTYMSe/bsoYZIL6k2ZKsoBxcRAYZzb2UggzWkViqwJC8SFS3duPLVQ/jN/5Vi0+lmVLZ2QwBD8xAZkFQb6qtrz27IYuOG/GXc23koTM6hMFGDlfnRuGpCNBK1CrRCh9P1RtTwUSgt/g4fP//fuPcvH2HV3w9hb3nbqMYfCNQQIaEvIIsAVqsVx48fd9mmVCr9tnLcX1hYGC677DIIgoCOjo5Rv569uhpseLjHw5gP6vX42aGDKG5vx4P54zFep7t4kZtLk01BQhi6LA68srNq0PcoLCzEc889h/vuuw+bNm2Cw+EY9bgDxWazgWMZ3Lsgy+2xN3aF5h0S/C3UGuphb2gAq3T9dHOohoYi51gsyo5AqT0a0Ut/Qg0RQOINmYtPgI2I8Hp/bxrSKDisGB+FyUkaHKk24Df/V4prXz+MWX/egx+8dQQvbK2AOiGL5iHSS8oN9RAEAZaTp8DFDv5J9kjmIYZhEBMmx/j4MMxI02Juhg4Lpk/GgtseRsHl1yPHdAYamYAHPjmF9w7Wjmj8gUQNERLaArIIUFxc7HYv2alTp0I1ivMbh4NhGERFRUGv1+PQoUOjfj1rZSVYrRZWpxPFbW34oKIcTx07BhvPI0sbjqcmTcZ/T5qMwsgot5VmOcdibqYO7x2sxVt7a+DkB17RZhgGc+fOxe9//3vI5XL85S9/wa5du0Y9fn/rWUFePT0N0RrXTwe+Ol4PfWfo3Z7K30KtoR6d1TU4zXHDasgbGgWHBVkR+ORYI+pUmdQQkWxDgiCga+8eyGJiPD4+knmoB8swyIlRY0FWBG6cFIfVk2OxMCsCahmDTaebcN0/DuMX684gcVwRNUQk21BfzpYW8J2d4Posqo2mIW/HHZs9CUU33I8ZGVGY0PBvvPbJ/+H/TjeP+DUDgRoiJLQFZBHg6NGjbtsCtXLcV0JCApYvX46qqiqcOXNmRK/R2NiIiuJisGFheKb4OD6orAAvADdlZIAFEK9SI3OA0wR6JGoVWJQdgdf3VOPKVw/hf7eU47tqA+xO91ME+lq+fDnefvttvPzyy7Baxf3N12azQa3gcOfcDJftDl7AxhP1QRuXVIVaQ1VVVeAtFvzRZMInpq5hN+SN+HAFZqdr8f82nceu8xcvZEQNjV1SbchWWQVHfQNkSUm92/QWC2pNJgAY8TzkiVrOITlCiYmJGiwfF42V+dEoaezCdf84jMf/dRbnm03U0Bgm1Yb6sl2oBRgGrRznl4a8kV00Fwm1O/D8i3/F6dp2v7yHr1BDhIQuvy8CNDU1obHR9b6i2dnZiBngU41AiI6ORmxsLOx2u9fnlnV0dOB3v/sd7r77bnx3rhRcVBSeLZqC/50+A3fm5GBqdDRkrPdfzrRIFa4rjEVqhAJbS/S478MTWPjCfvx1eyU6LZ4PuSwqKsJf//pX6PV6vPfee16/VzDwPA+n04n/mJUOtt8C+lfFNHEMRyg2dODAAXR/9x1+aTDgzyNsyBs5MWoUJYfjoc/PYN2xBkyePJkaGoOk3JBp715wUVHgNBp02u14peQsHjtyGMfaL55XPJp5aCgxGjkuz43E8rwonKwz4sY3j+C3hxyY88PHUdvQRA2NIVJuqK+2ygq8ExONx48dDUhDnkSm5mH6Lb+AxtmFx597FSareE+zoYYICV1+XwQoLi522zZ16lR/v+2gdDod4uPjsW/fPpw7d27I/W02Gx566CGwLIv3XngBS5uaIIuLg2oYF2nyRCljMSE+DEtyo7C6KA5FyRqsO9aA6/5xGN9VGzw+JzIyEs8++yxuv/12WK1W1NeL95uw3W5HvE6FeTmu594drTGgprU7aOOSmlBr6KOPPsKtt96KtnffgzYlZdC7A/hCYaIGs9K0+H/flOHBT0+hg1dSQ2OMlBsyHz0KLioKdp7Hb4qPgwWDv86chWtSL94ec7TzkDcStAoszonEtYUxUHPAxycN2KRZju3CROw610gNjQFSbqiHzWbDE++/D47jAt5Qf0qNFrNuvA9d6fPx7FenqSFCSMD5dRFAEAScOnXKZZtCoUB+fr4/39ZrCxcuxPjx41FSUgLTpcPCPFEoFPjVr36FJ598EtyRo2AjIsD6+DAxBcciJ0aNq/KjEauR4d4PT+DFbRUeTxHgOA5hYWE4ePAgfv3rX6O2VpwXmOm5iNS1U5LdHvuaDiPzSig2FBkZCcO6dTDt3w9VgP4cubFqrMyPRqW+G9f94zD+srUSdkZODY0BUm/IWlEBVquFnGVxX944PDB+PHRBul1fhEqGycnhWJkfjVUFsbBChsf/8RUe/K9HUVFVE5QxDYUaGj2pN9RDoVDgJxMn4R6ZPGgNuYxHLsfc3HjsO3gQj/zqMZqHCCEB5ddFgIaGBhiNrrcRKSgogNzDVfWDgWVZMAzTe16jp8PJ7HY7tm3bhsLCQjAMA+OGDZAnJvrtPq8cy2BGqhZLciPx2dEG3Pz2Uewpb/M4tkWLFmHVqlV45plnfHrFdl8RBAEOhwMrChOh4Fz/qv3rWJ1kbjcVTKHYUMfGjWh4+hmop01zuTiTv0WoZbg8NxKXZUdg46lmXP3376DOmEwNhTipN8R3dcEpl2O/vhl5l65QHmwMwyAqTI7Z6TosXjAPxoSp+NWvn4LB4PkItmCihkZP6g2hzzyULQge7+wULFFqGQqnzkJTdBGefOppmocIIQHj10WAkpISt20FBQX+fMsRKSoqQlhYGNauXQuz2ezyWFVVFf7+97+DZVnYm5phLi6GPC3N72NK0ilxVX40OAj42SencMs7R7G9tBV8v2+2q1evxuTJk/Hpp5/6fUwj4XA4EKGW4/L8OJft55u7cL65K2jjkopQa8i0bx/qH3sc6qIiKLPcbzsUCCkRSqycEI2UCAXuW3sSydOWUkMhTPINcRzqbFa8X1Hh9W0yAykqTI7Zl1+JjrBUPPfau8EejkfU0OhIvqE+8xDf3Aw2QHcz8FZujBrREy9DqyoZH6z9ONjD8YgaIiT0+HURoP85WnK5HFlB+sF/KAzD4MYbb4RarcaFCxd6txuNRkRFRQEAurZvB6vVgrv07/6mlLGYla7DdRNjwfM8frHuDH645jhqDd9PbgzD4P7778ddd90VkDENl8PhgCAIuLYoxe2xvWUtQRmTlIRSQ7zFgrrHHocyLw/K3NygjpVlGExP1WJCvBq//uoc7rrnJ9RQiJJ6Q7KYGHRarIgQ0aeX/UWq5UiZdx32yKbCYncGezhuqKHRkXpD6DMP2evrwarVQR2jJzPTdTDlXoFTupluH/aIATVESOjx2yKAyWRCU1OTy7acnBzRHD7miVqtht1ux8mTJ8HzF8/Fl8vlsNvtAADTvr2QxcYG/HBMjYLDrDQdriuMQavJitv/6boQoFAowHEcfvOb37hdvTfYeg4jW5AX63Zl2QMVrcEaliSEWkOd334L3mSCSkSfIE1OCgfP8/jkeDM1FIJCoSFFdjY4iwUOXny/GPSVnxQBmwA88vhT1FAICYWG0GcecjQ0gNVogj1ENzKWwcK8GByp7cI9Dz9BDRFC/M5viwCVlZVu23Jycvz1dj4jl8uxcuVKdHZ24ptvvkFSUhLmzZsHAOg+dhyy2NghX8NfwhQcFudEIkzO4BfrzsLZ54dCjuOQmpqKN998M2jjG4jT6USEWo7CZNfzvw9WtoEX+Q+2wRRqDZn274c8Id7vdwMYDo5lkBerxufHGsCwLDUUYkKhoe9iYxFtMmFaEG/F5g0ZyyArJgzNgo4aCiGh0FDPPDRn2jTw3d0+v7Czr2iVMszPikKlNQy/f+FvwR6OG2qIkNAS0EWA7Oxsf72dz+l0OkyfPh3R0dG4/fbb4Whvh1OvH/apAIxSCXlSIpS5OYiJj0ZajAbRGgVGejAByzCYk6FDRYsJ35zRuzx222234fz58zhy5MjIXtxPnM6Lh4fOzXH9IdbQbUdJY2eQRiV+odaQrbIKbLh22K/j64b6y4xWo7nThiM1HdRQiAmFhvILC6Bpa8NVKe6H4XrL3w31yIhSoSxyBs6VUkOhIhQa6pmHfjB3LgCM6EiAQDWUpFMgY9YVqCgvwzc79/v2xUeJGiIktPjtI7n+tzrR6XSIjo7219v5HMMwiIuLQ3V1Nb788kuMV6mQLpOB1Q79S4w8JQXqSROhyM2FLC6u9/SByy/9AwA2hxPVLZ0oqe/A6dp2mKwOr8emlnPIjlbjvYO1uHpifO/2sLAw3HXXXTh16hSmT58+gj+1f/A8D57nMSc7Gm/sqnB57EBFKwqSdUEbm5iFWkMJhnbMjvRuEc3fDfWllrNIi1Ri/fFGzLwunxoKIaHQUM6iRfjnooVocNgxqaMDc+LivHhmYBvqEaWWQaFUYc6VN1FDISIUGuqZhz7517+QFBGBZRzn1XOD0RAAFCRHYee4JXhnwx6sWDRHFHcEATVESMjxyyKAzWZDc3Ozy7a0tDTRfCMbjoyMDOh0OuzevRuXZWcjkh344AllTjbClyyBwou7ByhkHPISI5GXGIkrJ6fiaFUrdpxtQJfF7tW4xsWp8eXpVtS0mZEe/f1FbpYuXQpc+mbNDjLWQHM6nZiRGQ2WAfoeNXagohU/XiDOCwwFUyg2dEKlgk4ThimD7BvIhvrKjlZj81k9Hl+eQw2FiFBpSKZSgZk5E83Hj+OYXIY0CEjBwH+GYDWES0eqxYTLIUufgrsWZlBDEhcqDeHSPGRvacHptFRMEHFDuLRwMXPuAnx1uhVbS/RYNiHei2cFBjVESOjwy+zc0NDgdt/QlFEcyhhs48ePR7XBgK7sLDg8/EDDqtWIvOVmRN15p1eTRn9yGYfZufF4+MpCzMzx7poDOpUMMWEybC91vyBLV1cXfv7zn4vqns1OpxM6lfu5ZHQImWch2RDLwpSVLZqG+kqOUECrkuHVXVUANRQSQqmhpKQk6HQ6VBkM6M7NFWVDPbQKDmV6EzUUAkKpIQCImDQJVTIZuvPyRN0QLl0QOjeCwcu/ewJt7e2jei1fooYICR1+WQTofyVZAEhOTvbHWwWE0+lEvcEAx/z52BIbg/o+V8WVJSYg9v6fQl1YOOrVcZVchmunZeIHszMh54Z+rSSdEt+W6N22h4eHIycnBx988MGoxuNLPVfozU90PZ3iQnu3KG8pFWyh1lBOTg4aDAZ0pSSLqqEeLMNgarIGnx5tQEljFzUUAkKpIY1Gg/DwcNTX16M9IkKUDfWIUMlwvtlEDYWAUGoIly6grNfr0a7TibqhHhPTomFSxeOl198Z1Xh8iRoiJHT4ZRFAr3f/xTQhIcEfb+V35eXl2LFjB1auXAmlUomY9HR0TCxEpVoNJCcj5sc/BhcZ6dP3nJweizvm50EhG/w/T7JOgVP1nR7PQbvrrruwa9cut/P5gsXpdEIQBOTEu16VVxCAqlZT0MYlVqHUEC7dY3j69OnQaDSiaqivJJ0SmVEqPLXhHJy8QA1JXCg11NraivDwcNx5551gGEa0DQFAhFqGmnYL7E6eGpK4UGrI6XSivb0d119/vegb6qGWc9BMWobi7/ZTQ4QQnwvIIoBGo4FarR5wf7ERBAEXLlzAp59+ig8++AAymQwpKSlgGAYMw8Akk6EqJRna1TeBVan8MobsBB1umpWFQU5bQ1y4HBzL4HBNh9tjMTExuOGGG0QzceDS1zUnzv3WPOXNNHH0J/WG+uJ5Hh9//DFiYmKgUqlE1VB/01K1qG4145Mj9dSQxIVKQxcuXMDp06fBMAyUSqXo5qH+YsJk4Fhg67kWakjiQqUhAKioqIDBYEB0dLRLQ5XJ4muor3FpCWhPnIGTpe53aQgWaoiQ0OCXRYC2tjaXf4/z8mrGwabX67Ft2za8/PLLePvtt9HQ0ACtVosdO3agpqamdz+WZXH1ddchPHZ053wNpSAlCgvGJQ74OMswiA+XY095m8fHb7vtNsyZM8ePIxwenueRE+d+a55yfVdQxiNmUm2oP0EQ8Prrr2PTpk29txeCiBrqTy1nUZAQhn8euABeEKghCQuFhioqKvD+++9DEARs3LgR1dXVvY+JtSE5xyInRo1Xd1bDwVNDUhYKDeHSf/NPPvkEx48fR11dXe92lmWx6nrxNdRXnEYONm8RauTpPh/XSFFDhIQGny8COJ1OdHa6XiAkKsq724IFg81mw+HDh/H666/j1VdfxdGjR6HRaDBp0iQIgoB///vfWLZsGSZMmND7nNzcXERERAz6ur6ybGIKYrXKAR9P1Cqxp3zgi8Zs374db775pp9GNzyCICAtOsztHDmaOFxJraGB8DyPl156CevXr8fixYsxadKk3sfE1FB/OTFqNBptKG26+KkGNSQ9Um9IEATs3bsX77//PsxmM/bt2yfqeai/iYkaNBqtWH+sAaCGJEnqDfX19ttvY8eOHViyZIlkGurBMAzSIlXYuHkLNUQI8SmfLwJ0dXW5XU1WpxPfvUPNZjO2b9+O559/Hps3bwYAFBYWYvz48UhISIBCoUB5eTlWrVqF8ePH9z5PqVQiJycnYOPkWAbLJ6YO+HiSToFagwWNRqvHx3NycrBlyxaYzWY/jtI7PM9DzrFIiw5z2V7bHvyxiYlUGhqM0+nEunXrcPjwYVx55ZWYPHly72Nia6g/lZxFpFqGs40Xf6ChhqRHyg1ZLBZ8/PHH2L59O7KysmAwGEQ/D/WnlLEoTAzDX3dUocvqoIYkSMoN9XXixAls374dS5cuRWFhYe92sTfUV0aUErV8FL79lhoihPiOzxcBjEaj27ZArbR6w+FwYM+ePXjxxRdx6NAhJCYmorCwECkpKVBdOiestLQU3d3duOKKK5CZmeny/KysLMhksoCOeUJKJOJ0ns9Xi1Bx0ChYHKj0fDRAeno6kpOTcfz4cT+Pcmg9P1DEaBQu243mkd9PNxSJvaGhOBwO/OlPf8Lp06dx3XXXufzyAhE25IlazqL90t9Lakh6pNpQe3s73nzzTVy4cAEymQxKpVIS85An4+PCAAj48kQTNSRBUm2or7Vr1+KTTz7BsmXLMHHiRJfHpNBQD62SgyIyAeHRcdQQIcRnfL4I0N3d7bZNo3E/dyjQBEFASUkJXnnlFezatQtJSUmYMGECYmNjwfa5X2xJSQm+/fZbt8PgeqSN4N6xo8UwDKZmxAz4WEK4AvsqBj4lYNq0aSgtLfXjCL3Tc2sZnUrust1ooYmjL7E25A1BEPDnP/8ZO3bsQHx8vMeLSImtIU9kLAOT9ftrGFBD0iLFhlpaWvDWW2/1Xn17x44dkpmHPOFYBklaRe8CNTUkLVJsqK9169bhn//8JyIiIjxey0AKDfV9XoSKQ1RGPjVECPEZny+DWiwWt20qP1111VsGgwEbN25EWVkZEhISkJWVBY7j3PbT6/XYsmULrr/+eo+3wYmKigran2ViajQ2n6zz+JhGwaG9e+BvvrfffrvLQkew9KweR6hdJ44OWj12IcaGvLV+/Xps27YNq1at8vhDllgb6k8QBHB9kqGGpEVqDZnNZrz//vtQKBQIDw/Hpk2bJDcPeRKm4NDSZQOoIcmRWkN9nT9/Hq+//jrmzZuH/Px8t8el1FAPjmWQOvsq3LUkcKcwDIQaIiQ0+HxG9jRxBOuWMjzP4+DBg/jb3/6GpqYmFBQUICUlxeMCAACcPn0ac+fORWqq5/O2YmKGv4LrK1HhSkSEyT0+1m13Ikbj+TFcWtHft2+fH0fnnZ6JQ9dv4rDY+SCNSJzE1NBwdHR04Msvv8S0adMGPNdSrA31xwuAos8qADUkLVJraPv27bDb7cjMzMSZM2ckOQ95YnXwvb8oUEPSIrWG+vroo4+QlZWFKVOmgGHc780npYZ6OHgBKtipIUKIz/h8EcBud18JVCgUHvf1J6PRiPfeew/ffvstUlJSkJubO+TK7+LFizFt2rQBHw/2RXHiI8LctvGCgOYuO6anRw74vLa2Nrz22mt+Hp33dKrAnocnNWJpaLgOHz6MyZMnY/78+QPuI8aGPOEFQNbnysfUkLRIqSGn04ljx44hMTERLMtKch7yRLg0N01Lu3geOTUkLVJqqL+MjAxMnjx5wHP+pdJQX11WJzSCmRoihPiMzxcBes4VcnmTAB8CWFVVhddeew1tbW3Iz89HbGysx9XgvjZs2ID29vZB9wv2Knj/VVcAqO2wwurgsaJg4Pv3Wq1WKJXDvzWNv2hVw18FH0vE0NBIrFmzBgzDDDpWMTbkSd9PMEENSY6UGjIYDLDb7QgPD5fsPORJa7cDrSY7Vk2KB6ghyZFSQ309/fTTOHv27KC3M5RKQz2sDh6dVidSwjlqiBDiMz7/ju50Ot22BXLiOH78ON59913odDrk5uZ69Q2zs7MT5eXlCA8PH3S/QF9Jtj8l5/51LNWbcUNR4qArss3NzYiNjfXz6LzH97vtEHEV7IZGQq/Xo76+fsj7SIuxIU9MNifiwr//1IsakhYpNdTzC39XV5dk5yFPSpq7sXhcNJIjLh6BRw1Ji5Qa6qHX67F//34olcpBO5JKQz3azQ7IWAZym5EaIoT4jM+/o/e/ryz6/JDjb4cPH8aXX36J9PR0pKamev2+zc3NiIuLg1wu7lXN/l9ZfZcNjUYb7poz+L1ndTodli1b5texDYfNQeeNDSaYDY3U+fPnodPpBrzehlh48yOLzcHD5hRcFgGoIWmRUkMRERGQyWSora2V5DzkSYfZgao2C34yP6N3GzUkLVJqqMf58+eRkJCAiIgIUS9YDPdXZ4PZgYxoNaIiI6ghQojP+Hw51NMKq8Ph8PXbuCktLcXGjRuRkZEx7Iu+GAwGREYOfE59D5vNNooRjp7F7royf6HDihnpEUiLGvzQtkmTJmHSpEl+Hp33bE6aOAYTrIZGo66uDlFRUTCbzYPuJ7aGPGnttkPOMsiO/f68TWpIWqTUEMdxyMjIwOHDhyU5D3lyvtWM2ZmRmJis7d1GDUmLlBrqUVdXB4VCgbCwwc+5l0JDfXVaHciKCcOkSYXUECHEZ3y+VBqMiaOzsxPr1q1DYmLiiK76WlBQgMsuu2zI/TzdNzeQ2kxWl3+32HmkRg1+sUO9Xo8nnnjC4/l9wUKrx4OT4g9fK1aswI033giTyTTofmJryJMGow0FSeGQXzpkkxqSHqk1lJ+fj5iYGCxatGjIfcXeUJfViXPN3fjJgvTebdSQ9EitIQBYvnw50tLSoNFoBt1P7A31123jkaCwUkOEEJ8KyCKAp6vM+tLmzZuhUCiQlJQ0oufzPO/VYcwdHR0jen1fEAQBTR2un7IqZSxaTIN/bffs2QOdTieKQ+N6DiW00sQxqGA0NFoOhwN5eXno7Owc9AdFsTXUHy8IqDZYce2k7+/PTg1Jj9Qays3NhcVi8eqXLLE31GC0IlGrxIz0iN5t1JD0SK0hAGhvb4fD4RjySACxN9Rfp9UJ24VT1BAhxKd8/t3E01VXhzpEeDTa29tx8uRJJCcnj/h8tf3796O4uHjI/fR6/Yhe3xfq2kyw2FwPIQtXcKhpG/xru3v3bixYsMDPo/MOTRzeCXRDvrBmzRocPHgQMpls0KMBxNZQf9XtFvC8gKsnxvduo4akR2oNRUVFob6+HkePHh1yX7E3ZHEIiNUqXOZjakh6pNYQALz77rtoaGgY8roaYm+oLycvoMPiQP3ZI9QQIcSnfL4I4GkF1p+HXh0/fhzh4eFDXlF5MAzDeHWIlclkCtoK8onaNrdtWiWHhg6Lxwv4AEBrayuam5sxe/bsAIxwaD0Th77T9VC4yDBxXwgr0ALdkC+wLAtBEBARETHo+ZZia6gvQRBQ1mLBD6YlQaO8+CkYNSRNUmwoMjISFotlyP3E3NBFArg+CwDUkDRJsSGe58Gy7JAfCIm/oe912ZxgrJ0wtrdSQ4QQn5L8IkBpaSl0Ot2oXoPjOK/Ps6qurh7Ve42EzeHEiWr3iSNcycHmFNDS5fmXrpiYGLz99tuiua9sz8RRZ3D9NCElMrj37BUbKf7wJZfL4XA4wDDMgItSPcTUUF/NXXY0d9lwx6yU3m3UkDRJsaH4+HiYzWavTgkQa0M9+t46jBqSJik21LMY7Q2xN9SjvdsBjS4K77z9FjVECPEpny8CePpE3l8rrk6nE01NTUNeBGYoOp3O46Fvnly4cCHgE+HBsmaYrO4/GHLsxW/EDt590nM4HPjss89Ecf5Yj56x1LW7fv1o4nAVyIZ8pee2TF1dXUMeiimmhvo632LGFflxSNRdvNgmNSRdUmwoLy8PWq0WTU1NQ+4r1ob6o4akS4oNRUdHe32LTak0pO+0IMtwVFS336WGCAkNflkE6H9Bmfb2dl+/Te/r8jzv9S/wA5k2bRqmTZvm1b48z+PMmTOjer/hMJpt2FnS6PGxbvvFoxeiPByCdfToUWzbts3jxX2ChWEYdFrsMFpcJ8FkmjhcBLIhX1m9ejVWrFgBi8UyZI9iaqivdrMD83Oiev+dGpIuKTb0gx/8AD/96U/R3NwMq3Xwq4eLtSEA4AVAdmmBmhqSLik2dMUVVyA9Pd2LPcXdkMvz6krhrDlODRFCfM7niwAMw7jd69hgMPj6bYBLq9Isy476m2N7eztOnTrl9f4NDQ2ora0d1Xt6QxAEfHG4EtYB7inb0mVHZrQaKrn7CvHWrVuxZMmSEV8s0R8YhkG9wf2c19Qomjj6CmRDvlJbW4vPP/8cHMd5dciiWBrqwQsCjBYH0qO//7tIDUmXVBuqrq5GZmYmampqhjysWWwN9Wg3O5CfcPFTZGpIuqTYkMFg8KqdHmJtqIeTF+CsOY6Z8xdRQ4QQn/PLMXpRUVEu/97S0uL1N+XhMBqNUCqVo/7maDabceDAgWE958SJE36fEDefrENZY+eAj1/osGBhbrTbdqPRiCNHjmDJkiV+Hd9wsSyLOoP74Xd0CJm7QDXkK0ajEV999RXCwsK87lEMDfUw2ZzgBSAt8uKpANSQ9Emxoffeew/XXnstzGYzWltbh3yOmBoCAIuDR73RhkV50dRQCJBaQ3a7HVVVVV5f4wkibKgvfXsHVO2VWL1qhV/GNVLUECGhwS+LAPHx8S7/brVa/XIumdFohEKhGPXrxMXFoaura1i3v3E6nThw4IDfzpHbfqYee84NfOhYc5cNTZ123Dwtye0xlUqF//mf/0FMTIxfxjYSDMOAZVmcqTe6PZYW7fmevuXl5bj33nuxcOFC3H333aioqAAAnDt3DlOmTMGUKVOwb98+v489GALVkK9kZ2fDaDQO6wfEYDfUV6fFCQXHIDb84vcTakj6pNhQS0sLGIbB5Zdfjvr6+iEvEiimhgDgTKMJSTol5mRFUUMhQGoNTZgwATabDUaj+3/fgYitob7abQyEGbcgPTnB5+MaKWqIkNAxrEUAh8OBu+++GxEREZg4cSJ27Njhcb/+EwcAry52NFwGg8En50nJ5XLExMSgoaFhWM+z2+3Yu3cvGhtH9g3e42s6nPjiu0psO10/4D5OXsDhC524bnI8MmNcv+kKgoCGhgZMnjzZZ2PyhZ4LyRy/4LriruBYjEvQuu3f2NiIRYsWYcKECfjTn/6Eyy+/HPfffz8AID09HWvWrOn9xVNKxNaQr6hUKkRFRQ37B6lgNdRfQ6cNE5O1vXc3oIbEK5QbysrKwpkzZzB79myEh4d71YVYGmox2VHS3I3Hl+eAuXSoNTUkTqHaUHR0NDQaDerq6ob1PLE01JcgCNA3N2FqUZHPxuQL1BAhoWNYiwBfffUVampqUF5ejvXr1+Prr7/2uF9CgvuqZX39yL4RDqalpcUnRwIAwIIFC9wOffOG0+nEd999h+Li4kHvj+6NmtZOvL71LI5WDX4Y6NG6LoBh8KulOW6PnThxAk8//bRXt5kKJI7jIAiC28RRkKyDQub+1/DNN9/Efffdh1/+8peYP38+7rzzzt6/b2q1GlOmTEF0tPupEGIntoZ8aebMmR6vKD2UYDTUl4MXUNVuwdUTL/7ASw2JWyg3dO+99yItLQ0cx+GKK66AXq8f8iKBEEFD3TYn9lR24PqiBCweF0MNiVyoNsSyLCZPngyVSjXs5wa7of4aqkrBH1qLayfGjmosvkYNERI6hvUxularRWxsLGJiYhAbG4vnn3/e435xcXGQy+Ww2+292y5cuDD60fbT1tbmcaV6JLKysmCz2eBwOEZ0dEFNTQ0aGhrAg8PcBQsQFe79uVE1rZ3Yc64JZ+sNwBBHU9e0W1Cq78Y7dxQh0sNdAdatW4frrrvO69vkBArHcahtN6Oly3VynZIW6XH/srIyrF69GgBw8OBB/Od//icAYPfu3dBq3VebpUJsDfnSpEmTcPbsWdE31N+55m6oZByum5wIUEOiF8oNzZ49G2azGTabDfn5+cjMzER1dTVyc3O9us1eMBoy2ZzYet6AcfEaPLkiD6CGRC+UG5oxYwYqKyslNw/15eQFnD+4FboJCzAzSzyn04AaIiSkDOs75PLly1FbW4s777wTDMPg9ttvx4oV7hcs4TgOKSkpqKqq6t1WW1sLnud9dr9gm80Gk8nk1ZXIvfX1118jLy9vxIcw2mw2lLd048CmU8iK1yEnQYe0aA3iI9QIU8jAMAwcTh5Gsw2NBjOqWjpxvrEDLZ1Df9IDAJ1WJw7UdOLnl2VienqE2+MnTpxAeXk5nnjiiRGN3584jkNxrfvFd6ame544YmJioNfrAQCFhYVYs2YNbrnlFjidw7u6rtiIqSFfS09Px9tvv43u7m5MmTJlRK/h74b6M9mcONVowlNX5UEpY6khCQjlhgDg6aefxsKFC3HttdfihhtuwBtvvIGKigpkZGR49Ut1IBsyWhzYXm7AhEQtXrm5EApqSBJCuaHx48fjgw8+gMlkksw85PLeDh77jhaD62zEH3/2rKjuCgBqiJCQMuxl0rvvvht33303LBYLZs2ahaKiIiQmJrrtl5qa6jJx2Gw2NDQ0ICUlZfSjvnQUAC6dR+krM2bMwMaNG5GTkwONRjPs55vtTrSFZwNgUNHciYrmPleDZQCOYeDkR7Y8bHXw2FVhwIz0CPx4XprHfbRaLR566CGEhXm+OEuwsCwLhmFwrMZ94ihK9TxxXHPNNXj44Ydx1VVXISkpCUVFRaL7VGmkxNKQr40bNw7Z2dnYu3cv8vLyRNeQJ0dqO1GQqMX1ky8e9koNSUOoNgQAt956K377299iwYIFiI6Oxj333IOPP/4YZ86cQUxMDKKjo6FWqwf85SBQDXWYHdhWZsDMzAj85YaC3kOBqSFpCNWGxo0bh7y8POzZs0cy81CPeqMVhy90IloVjp8++HNkJQ7/FFV/ooYICS3DWspdt24d/vGPf8BgMKC6uhotLS0wmUwe983MzHTbVl5ePvKR9mMwGCCXy8FxnM9eMyMjA/n5+Vi3bt2wzwkTBAG1DXpgoKujCxjxpGGyObGtzICYcAWev3ECWA8//B07dgzp6emYPXv2iN7Dn3oOydte0uyyPSpMjowYzz8oXn755bjzzjuRn5+P8ePHIzU1FStWrIBWq0VnZyemTJmCL774Ag8++CAefPDBgPw5fEFMDfmaQqHAXXfdhdjYWHzyySdencvclz8b8qSqzYLaDht+s2rcxR9sqCFJCOWGAGD69OlYunQpHn30UZjNZkRGRuInP/kJrrnmGnAch7Nnz6KkpATNzc1ud+MIVEM2J49dlR2YnRWJF24q7F0AoIakIZQbkslk+PGPf4y4uDhJzEO4dJTnrgoDtpcZMF9nwEcPXYGVSxb49D18gRoiJLQwwjDu6dXV1YVHH30UH3/8MZRKJR544AE8/fTTHve12+3405/+5HLIT3p6On784x/7ZOCHDx/G9u3bkZ+f75PX6yEIAsrKypCbm4vm5mZERkZ6dcqBUwBO2BJgF3x3iBwvCChvNaO43oTCJC1eWl2ACLX7CuquXbvwj3/8A6+88oooL7ASFhaGylYzlr2w02X79VOS8dKtUwd9rt1uR3V1NVJTU3uP+nA6nTh58mTvPjqdDtnZ2X4avW+JqSF/OXz4MN59912kpaVBEAQkJCRAq9VCJpMNegipPxoaSKfVgU0lbfjZZZn40Zw0aogaEhWe57Fnzx4sXLgQpaWlSElJ6b3opsFgwMmTJ7F3714olUrk5OT0HhUQqIb2V3fA6gQ+v3c6whQXF+KpIWpITI4cOYI1a9YgKysLLMsiOTkZavXQ5/cHch6yOnicajThnN6MKSlarIzW48uP1lBDhJCAGNbpAOHh4Xjttdfw2muvDbmvXC5HRkZG7/1AcemCMt3d3T45TNBms/nlnDSGYZCXd/HiRkePHsX58+eRl5eHiRMnIjU11eMhmIIgoPR8Beyp8cM8tsIzQRBQb7ThRIMJ3TYnfnZZJv5jZgpkrPt7Hzp0CH//+9/x1FNPiXLSYFkWHMdh8xn3W+8sL3A/9LA/uVyO3Nxcl20cx434XL9gE1ND/jJjxgzk5eXhu+++w/vvv4/NmzcjLi4OiYmJvYcyh4WFIS4urveHMl83NJieI2vmZEbhztmp1JDEjIWGWJbFokWLgEuf2u7evRsLFy7EypUrUVRUhIULF2Ly5Ml4/fXX0dTUhMTExIA1VGuwoqLVgg9/NLV3AYAakpax0ND06dORkZGBnTt34vPPP0dzczOSk5NRUFCAvLw8jx/uBKohJy+gVN+N003diNcq8dJNBVC3l+HFF9+mhgghAePXH7d7fpnuIQgCSkpKfPLagbhYylVXXYU777wTOp0O27Ztg91uB8/zbvsJAJxZcwF29KcmdFgunme5s6IDKwrisOnBWbhzdqrHBQCHw4EPP/wQjz/+OCZOnDjq9/aHnsPHNp92vbewgmNx2fi4II1KOvzZkD9FRERg2bJlePfdd7FmzRosWrQIra2tuOGGG7Bw4UJotVqcPXsWzc0XDyv0ZUOD0XfZ8O9zbShM0uL5mwrAO53UUIiTakM9nnzySbz11ltITEzEX//6V1gsFjidTkRERGDJkiXQ6/XgeT4gDVkdPA7WGHHP3DRMTL54ZW+ah0KfVBuKjY3FTTfdhDVr1uDZZ59Famoq9u/fj+LiYpw/fx4Gg8HllJpANNTebcfGs20ob7PiV8uy8a//nIEF2RFYu3YtNUQICahhnQ4wXAaDAS+99JLLttzcXNxxxx2jfu3i4mJs2rQJhYWFo34tbwiCAIZhsGXLFiiVSkyZMgXd3d1o7zShw2jEt8IU2FkFNAoOShkLtYyFQsZAybFQylloFCwiVDKP5/P3vH6p3oxjdV2YkxWJX6/IRVqU50PXurq6sG3bNlxzzTXged6n10XwtbCwMLSY7Jj9h60u2y8fH4d/3j0raOOSCn82FGg9Db344osIDw/HnDlzsH79emRkZKDdaEJbwgy//vBV2WbGgepOrJ6aiJ/NS8TOHdupoTEglBu688478fzzzyM5ORltRhPa/diQIAjYXdkBuYzDp/dMg9XcTfPQGBFKDfE8j4aGBjz33HMwGo2YMGEC4uPjERUVhYqaOr821GqyY1uZAcvyY/HUlbkQ7BZqiBASNH49EiAyMtLtCrIVFRXo6uoa9WsnJCTAYrG43L/WnxwOB/R6PRISEnD69Gls3LgRVqsVOZkZiEyfgJ8tycEjS7Jx9cQEjE8Ih1opQ5dNQJXBioM1ndhwpg2fn2jBnsoOlLWYYbJ9f35dl/Xi4cnFDSb8z1W5ePWWiR4XAARBwKFDh/DQQw/hzJkzsNlsop40eg4f++aU++FjVxQOffgY8W9DgdZz9M5tt92G3bt3Y+vWrVi+fDmqay6gQ5fp119eihu6sL/KiMeWZWF5dDv+65GHqaExIpQbeu211zBlyhQ061vAJxX4taHDtZ3Qmxz48/X5OHbkMM1DY0goNcSyLFJSUvDkk0/C4XCgpaUFDQ0NOH7qLC4IURAY//xYbDBfvJ3m1RPj8ftrxuF08VFqiBASVMO+ReBwFRYWoq6urvffeZ7HiRMnMG/evFG9bs/Fxtra2pCQkOCDkbpzOp1ob2+HwWBAR0cHwsPDUVRUhGXLluHll1++eLumqEgsvmzykLc86TDbcbimA7vL2rDzfCv2VxuhUbCQsQw6LE5MTtHi7R8WITVy4AvXfPLJJ/jmm29w9913Y9GiRaK7f2x/MpkMgiDgw4PVLtsZBlg6IT5o45IafzUULImJiXjppZfwyCOPICEhATZWhXPVeoyfED/gkTIjZXfyOFBjRHOnHX+/dSJqDm3G36mhMSeUGwrXRaDLZELDhRYkpml9/l6CIOBYfRcq26x46/bJOLJtA81DY1AoNvTyyy/jkUceQVFRES60duGs3gar1YjZ6TrIOd/9vb74QU87FuRE43+uysOnn9LPcoSQ4PPr6QAA0NnZiRdeeMHlvKu4uDg88MADo/7Gd+DAAWzduhUTJkzw2X1HBUFAZ2cn2traYDAYoFAoMGnSJEyaNMnlwoAtLS2QyWQoKytDdnb2sN5fEARUtHSjstUMi8OJ3FgNxido3L4eXV1d+O6777Bv3z48+uijMJlMUKvVvVdWFTuNRoPvqtpxyxsHXLYvzIvF+/eI7xZSYuXPhoKpp6GjJ8/iF1vakBIVhmkpvvklRhAENHbacKSyBbrOSkxm6/DsU09QQ2NUqDf07lfb8PJpFuMTI5Aaobx4DRkGkLMMwhScx2vKeEMQBByr0qO27DTmqBrxh2eepIbGqFBvqKysDNAm4JEvSmGxO7EgSwetcvSfk3XbndhyqgGZfB3GCzV4/LHHqCFCiCj4/UgArVaLcePG4dy5c73b9Ho9qqurPd5/djhmzpyJ06dPo7y8HNnZ2VAoFCN6HUEQLp7ff+lTf7vdjry8PCxfvhx5eXkeD9OKjY1FaWkpjh49ivfeew8///nPkZjo3WFRDMMgJ06DnDiNy3an0wmTyQSdTodXXnkF27dvR15eHi677DIAQFRU1Ij+fMEgl8vBsizeP1Dt9tgP52QEZUxS5c+GgqmnobKzJ1FUfwz7jQsQoUpHTszQt3Hqz+bkYbI50dFtQ5vRhCarDMzJDYhqPYNx4/KwYPFigBoas0K9IbWlBfNbj6FJewW+bVa43OJcxjJIi1QiWadAaoQSCtnghzsLvBMOmwWcMgz7N6wFX3sSRVnZWDJ/KUANjVmh3tDRo0dx6tQp/O0/H8Dz+9rwTUk75mXqkBIx9C2i++tpyMmpcWDDWkQ3nUbSuDxMp3mIECIifl8EAICpU6e6TBy49Cn+aCcOjuNw++23Y+3atSgpKUFCQgJiYmJ6r2I6GLvdjq6uLhiNRnR2dsJqtSItLQ3Lly9HQUHBkLe+EQQBlZWVuOGGG9Dd3Y2HH34Yq1atwi233DKsxYi2tjbs3LkTJ0+exOnTp7F48WLcf//9WLZsGe644w5JTRZ9yeVyNHda3M4hS4lUY+kE/5y+Ecr81VAw9W+oftP7KGmeAsusZShIinD7dIkXBLR1O9DUaUO3nYedF9BldaLTaICs8TTUxhqoO+ugyijCf/zgLoyffzMm5aZTQwQYIw1t3vwmfnn11Vj9g5shkyvQZXXgbGMXvi1pwZaSFuyvNiJRq0CcRo5ItQwRahm0Sg6O7k40lx5FR105jA2VCM8qQl3aUjhjJuJPP7sPcyekBfuPOiLUkG+NhYaefPQXuPrqqzFh5ly8daABubFqTEkOh3KIxTObyejWUFnC5UjLnYHnf/Mw0hKleQV9aoiQ0BWQRYBx48YhMjISBoOhd1tJSQna2tpGfT9UlUqFH/3oRzh8+DB27dqFuro6aLVaqFQqKBSK3k/xnU4n7HY7bDYbLBYLzGYzFAoFMjMzMXfuXIwfPx7h4eFev6/RaMT8+fMhCALuueceLFu2DJs2bYJMJsOpU6dw7tw5pKenQ6PR9C5O7Nu3Dw0NDaivr8eFCxfw9NNPo7OzE2VlZZg1axbuvfdeJCUlAQAmTJgwqq9LMMlkMnAch48PVcDBu55t8h+z08GN8NDUscyfDQWLp4beWLsem/U21FUXI8behLCoRNhYOdqEcOgdKsj055AoM0HnNELV2YKbfvgzhPFqFO88hmlXrsCsaVOQlJR0aQEhPdh/xBGjhnxvrDS0adMmqJUKnDlzpnceuiVLgwdnj0NNtwzrv9mO0rJalLY0AV0taB5/IzSCCbraCjijMtE5eQG6ZRFYkR6Jx+6ZjtjwkR1hF2zUkO+NpYYeXJyDFLThn5v2YVNZBOKjwpGUkICUhFgYq07DYmyB2dCC7vYmFK78MeyWbnTpaxGWOgEd2UtQ3K3GHUUJ+K+lcyHn/HoNbr+hhggJbX6/JkCPffv2YfPmzS7bpk+fjmuuucZn7+F0OlFdXY2qqio0Njb2HtoPAEqlEjqdDtHR0YiPj0dKSgri4uLAssP/5iwIAj788EOsXLnS47UATpw4ga1bt6Kurg5msxnXXHMNrrzySrzxxhswm81ITk5Gamoqpk2bBqVy+IeaiZ1arYbVCVz2v9vR0mXr3S7nGOx7YinitKH3Zw6EQDQUKIM1pO+04m9f7MTxA7vgMOrB8XZkTl+M61etxOmtn4O3W6khamhExkpD8HIeioxLRGRGPgxWoKXLDo4BojRyTE2NkOwv/z2oIf8Yaw1t2boVZ8uq0NrRhda4qWiLnYzE2u1QCnbItDFQRMRBFp8LGzi0mx1o7rJjUrIWj1+Rg6IUXVD+XL5CDRES2gK2CGA2m/Hiiy/CZvv+GwnLsnj44YcRERERiCH4DM/z6O7uRoC+dJLCcRzCwsLwt23n8ZfNpS6PXVuUjJdvmxq0sUkdNTQ2UEP+Qw2NDdSQ/4zlhuxOHuebTShv6UZ5SzcaOyzQd9nAC0CkWoaCJC0W5UZjfIL3R5WKFTVESOgL2DFKarUaM2fOdNnG8zx2794dqCH4hCAIWLNmDaxWa7CHIkoKhQKGbhv+savC7bGfXpYTlDGFCmpobKCG/IcaGhuoIf8Zyw3JORYFSVpcMykBj1yehT9dPwFv31GEf/6wCC+uLsR989NDYgEA1BAhY0JAT1SaN2+e2yFXR48eRUtLSyCHMSoMw+DGG28c8Z0IQplMJoNMJsNrO8vRaXG4PHZtUTIKkqV9aJwYUEOhjRryP2ootFFD/kcNhTZqiJCxIaCLABqNxuMK8pYtWwI5jBETBAFffvklnE5nsIciOgzDQKlUoslowbv7qlwe41gG/7V8XNDGFkqoodBFDQUGNRS6qKHAoIZCFzVEyNgR8EuWLliwACqVymVbSUkJKisrAz2UEZk8eTKtHHugUCjAsixe2FwKi513eezmGWnIitUEbWyhhhoKTdRQ4FBDoYkaChxqKDRRQ4SMHQFfBAgLC8OiRYvctm/YsAEOh8Pjc8TiyJEjkrvwTSCwLAu5XI59ZS345PAFl8cUMhYPL80L2thCETUUeqihwKKGQg81FFjUUOihhggZW4Jy89JZs2YhKirKZVtrayv27t0bjOF4RRAEOBwOcBwX7KGIjlKphMXO44n1J90eu3teJhIjVB6fR0aOGgot1FDgUUOhhRoKPGootFBDhIwtQVkEkMlkuOqqq9y279q1C83NzcEY0pDq6+tRUFAAlg3Kl0y05HI5ZDIZnt98DjVt3S6PpUap8RCtHPsFNRQ6qKHgoIZCBzUUHNRQ6KCGCBl7gvZdcNy4cSgoKHDZ5nQ68cUXX4juYi2CIODIkSOiP8Qt0FiWhVKpxLGadryz1/08wD/eOAkapSwoYxsLqCHpo4aCixqSPmoouKgh6aOGCBmbgroUeuWVV0KpVLpsa2howM6dO4M2Jk9sNhuWLFnidkucsYxhGKhUKpjtTjz2+QnwguvjP5ieioV5ccEa3phBDUkXNSQO1JB0UUPiQA1JFzVEyNgV1EUAnU434KFk5eXlQRmTJx999BHMZnOwhyEqPVeQ/fX6kzjf3OXyWJxWiaeuLhjwucR3qCHpoobEgRqSLmpIHKgh6aKGCBm7gn5SVFFREfLz8922r1u3DkajMShj6m/16tVut8IZy+RyORQKBf65twpfHq93e/x31xUiIoxW2gOFGpIeakhcqCHpoYbEhRqSHmqIkLEt6IsADMNg1apVCA8Pd9ne3d2NTz/9FHa7PWhjA4APP/yQVo774DgOSqUSByta8Yf/O+v2+A+mp+LKiUlBGdtYRQ1JCzUkPtSQtFBD4kMNSQs1RAgJ+iIAAISHh2P16tVgGMZle21tLb7++msIgjDgc/1txYoVtHJ8CcuyUKlUaDJa8eDaY3D0O3lsUkoEfnf9xKCNbyyjhqSBGhIvakgaqCHxooakgRoihEAsiwAAkJmZiSVLlrhtP3HiBHbv3h2UMW3bti2ok5aYsCwLtVoNk82Jn7x/GC1dVpfHo8LkeO2OaVDJ6d67wUINiRs1JH7UkLhRQ+JHDYkbNUQI6SGaRQAAmD9/vtutZnDpG/iRI0cCPp7ExES3K96ORQzDQK1Ww+oQcM+7h3GitsPlcZYBXrltGlKjwoI2RnIRNSRO1JB0UEPiRA1JBzUkTtQQIaQvUS0CsCyL66+/HsnJyW6PbdiwAWfOnAnYWM6ePYvExES3w9rGGoZhEBYWBjsv4KcfHMGhyja3fR5dkY8FebFBGR9xRQ2JDzUkLdSQ+FBD0kINiQ81RAjpT1SLALh0u5Jbb70VOp3OZbsgCPj8889RUlISkHE0NTXRpHFp0uAF4OGPjmNnqd5tn9XTU/HTy7KDMj7iGTUkHtSQNFFD4kENSRM1JB7UECHEE0YQ6YlSer0e77zzjtvVXFmWxerVqz0eauYrbW1tkMvH9m1Reg4bE8Dg0c9P4ItjdW77rJyUiJdvnQoZJ7q1JEINBR01JH3UUHBRQ9JHDQUXNUQIGYhoi4+Li8Ptt9/u9g2c53l89tlnOH78uN/ee/v27WP6VjIcxyEsLAwWh4B73zvscdJYPD4OL91Ck4aYUUPBQw2FBmooeKih0EANBQ81RAgZjGiPBOhRWVmJtWvXerzH7NKlS7FgwQKfHurldDphNpvH7JVk5XI5lEol9F1W/HjNdzhVZ3TbZ3ZWNN798Sy6eqxEUEOBRQ2FHmoosKih0EMNBRY1RAgZiuiX/rKysnDHHXd4PKRr69at2LBhAxwOh8/e74MPPoDJZPLZ60mJUqmESqVCub4LN7y6z+OkUZQWibd/NJMmDQmhhgKHGgpN1FDgUEOhiRoKHGqIEOIN0R8J0KOmpgZr166FxWJxeyw9PR0333wzwsPDR/0+nZ2do34NqWEYBiqVCjKZDHvLWnD/B0dgtLhPxgvzYvH326dBqxrb59hJFTXkP9TQ2EAN+Q81NDZQQ/5DDRFChkMyiwC4dJXXDz74wOM3d51Oh9WrVyM9PX3Er/+vf/0Lc+fORVjY2LlHKsdxUKlUcArAS1tK8fcd5fD0N+IH01PxhxsnQU7njUkaNeR71NDYQg35HjU0tlBDvkcNEUKGS1KLAADQ0dGBDz74AHq9+y1OGIbBkiVLMH/+fLDs8L/B1dXVQavVjonbyTAMA6VSCblcjgtt3Xj442M4WmPwuO8jy/Lw8NK8MfF1GQuoId+ghsYuasg3qKGxixryDWqIEDJSklsEAACr1Yr169fj3LlzHh/PzMzEddddh6ioKK9f89ChQ8jMzIRarfbhSMVJJpNBqVSCZVlsPNGAJ9afQKeHQ8ZkLIM/3DgJN89IC8o4if9QQ6NDDRFqaHSoIUINjQ41RAgZDUkuAuDS7WV27NiBXbt2eXxcLpdj+fLlmDFjhlcryUePHkV2djY4LnQvktJ3xbjJaMHvN57FV8X1HvdN0Cnx0i1TMTcnJuDjJIFBDQ0fNUT6ooaGjxoifVFDw0cNEUJ8QbKLAD3Onz+PL774At3d3R4fT0lJwdVXX43k5OQBX6OqqgoRERGQyWR+HGnwMAwDuVwOhUIBu1PAP/dW4uWt52GyOT3uv2xCPP68ugjRGkXAx0oCjxoaGjVEBkMNDY0aIoOhhoZGDRFCfEnyiwAAYDQasX79elRVVQ24z/Tp07F48WJotVq3x7799ltMmTIFKpXKzyMNLIZhIJPJoFAowLIs9pxvwTNfnUK53vNtcxQciydX5uOueZl0ztgYQw15Rg0Rb1FDnlFDxFvUkGfUECHEH0JiEQCXDik7dOgQtmzZMuC9ZuVyOebOnYt58+a5TBJdXV0IkS8D0Ge1WC6Xg2VZFF8w4JVtZdhytmnA5+TEafDKbdNQkKwL6FiJeFBD36OGyEhQQ9+jhshIUEPfo4YIIf4UMosAPVpbW/HVV1+hurp6wH2UKhUiMybg1pVLEBWhBc/zsNlscDgckp5AOI6DTCaDXH7x3q8HK9vw6vYy7D7fMuBzlDIWDyzOxX9elg2VPHTPoSPeo4aoITI61BA1REaHGqKGCCH+FXKLAAAgCAJOnDiBzZs3w2TyfLgUADjAQhafi+tWLMbUnGQIggCHwwGHwwGn0ymJSaT/SjHPC9hR2oxXt5fjSHX7oM9dXpCAp1cVIC167NxLl3iHGqKGyOhQQ9QQGR1qiBoihPhPSC4C9LBYLNi5cycOHToEp9PzhVMAwCkwKI2egxvmTsA1RcnQKGWinkR6zg/r+QcAKltMWHekFl8cq0OdwTzo8zNjwvDMNYW4PD8+QCMmUkUNeUYNEW9RQ55RQ8Rb1JBn1BAhZDRCehGgh8FgwPbt21FcXOzx8RY+DBtsBQAYaBQcrp2SjKsmJmF2djSUMg6CIMDpdMLhcIDnefA8H9CJhGEYcBzXe4hYz21yOsx2bDhRj3VHanG0xjDk6yTolLhvYTbumJNBh4uRYaGGLqKGyEhRQxdRQ2SkqKGLqCFCiC+MiUWAHnq9Hm9/vgndjRVg+1wwdbstB9V8tNv+YQoO83NjsSQ/HpePj0dixPcXoHE6neB5vvd/fTGZMAwDlmV7/5dlWXAc1ztROJw8ims7sOd8C/aU6XGsxgAHP/R7pkeH4aeX5eCm6SlQymjCICNHDVFDZHSoIWqIjA41RA0RQkZvTC0C9DhcegEbvt0Bp74CnbwS/7JNBDD0bVTyE7WYmh6FiSk6TEyOwPhErcsqrCAIA/7TV88tW3r+t+9k0VebyYaSRiNKGjpxsLIV+8pb0WnxfLVcT/Liw/Hg5blYNTkJMo714hmEeIcaImR0qCFCRocaIoSQkRuTiwA9Wto78O9jFfjqvAUHK9uG/XyOZZAXH46CZB1SI9WI16mQoFMhQadEgk6FGI1iwG/YPC+gw2xHq8mGNpMNbSYrWk02VOhNONfYiXNNndB3Woc9JrWcw5UTE3HTtFTMy4kBy9I9Yon/UEOEjA41RMjoUEOEEDJ8Y3oRoK8KfRc++e4C1h2tRUuXzWevK2MZsCwDjmHAMgDLMmAZBl1WB5xeHP7lrTnZ0bhpWiqumpSEcKXMZ69LiLeoIUJGhxoiZHSoIUII8Q4tAvTj5AWcqDVge0kztp1rxqk6Y7CH5JFSxmJWVjQW5sXiqolJdGsYIhrUECGjQw0RMjrUECGEDI4WAYbQbLRgxzk9dpQ2o/hCx5C3bPGniSk6LMiNw8K8WEzPiKKrwhJJoIYIGR1qiJDRoYYIIcQVLQIMU5vJhtP1HThVZ8Sp+g6crutATVs3fHg0GCLUcoxP1CI/Udv7v3kJWuhUct+9CSFBQg0RMjrUECGjQw0RQsY6WgTwAScvoLXLiiajFU1GC5o6LWgyWtHSZQXPC3DyAngB4IWe/y8gXClDlEaBGI0C0Zf+idEokaBTIk6r7L3aLCFjATVEyOhQQ4SMDjVECBlLaBGAEEIIIYQQQggZI+iGo4QQQgghhBBCyBhBiwCEEEIIIYQQQsgYQYsAhBBCCCGEEELIGEGLAIQQQgghhBBCyBhBiwCEEEIIIYQQQsgYQYsAhBBCCCGEEELIGEGLAIQQQgghhBBCyBhBiwCEEEIIIYQQQsgYQYsAhBBCCCGEEELIGEGLAIQQQgghhBBCyBjx/wHDHuVCiHVO1wAAAABJRU5ErkJggg==",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mt.pl.cell_cycle_clock(cells, kind=\"rings\", groupby=\"Metadata_Gene\", reference=\"nontargeting\")"
]
},
{
"cell_type": "markdown",
"id": "de47de51",
"metadata": {},
"source": [
"The small clocks sort the knockouts by eye. RRM1 is the only gene with a large bulge in S. PSMB7's G2M density sits\n",
"at the start of the arc, and SF3B3's and SKA2's toward its end, as their median G2M orders of 0.25, 0.86 and 0.64\n",
"in the table above say. ITGAV and TLN1 stay close to the dashed line, where their composition test found no\n",
"significant change. All clocks share one scale, so the area of a bulge compares across genes as a share of each\n",
"gene's cells on the cycle. DTL's G2M bulge leaves out its many cells above 4N, and the tables above give the shares\n",
"of all cells.\n",
"\n",
"Rings get thin with many knockouts. ``kind=\"ridge\"`` draws the same densities as rows over a straight cycle axis,\n",
"one row per gene, which stays readable for a whole screen."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "61207c73",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:21.468955Z",
"iopub.status.busy": "2026-11-14T21:02:21.468722Z",
"iopub.status.idle": "2026-11-14T21:02:21.684200Z",
"shell.execute_reply": "2026-11-14T21:02:21.683637Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mt.pl.cell_cycle_clock(cells, kind=\"ridge\", color=\"Metadata_Gene\", reference=\"nontargeting\")"
]
},
{
"cell_type": "markdown",
"id": "3406df57",
"metadata": {},
"source": [
"The rows make the order within G2M easier to compare. PSMB7 peaks early in the G2M arc, DTL in its middle, and\n",
"HAUS6, SKA2 and SF3B3 late. For HAUS6 and SKA2, most of whose G2M cells are mitotic, late means close to division.\n",
"SF3B3's G2M cells are no more often mitotic than the controls' and carry the most gamma-H2AX, so its late peak\n",
"reflects DNA damage rather than progress. RRM1 peaks in the first half of S and again late in G2M, where it also\n",
"carries more gamma-H2AX than the controls.\n",
"Because the smoothing wraps across division, SF3B3's pile-up at the end of G2M also shows at the start of G1. Within\n",
"G1 the positions follow the prior, so the rows differ there mostly in height."
]
},
{
"cell_type": "markdown",
"id": "733a499f",
"metadata": {},
"source": [
"### DTL's nuclei above 4N\n",
"\n",
"Merged nuclei and mitotic figures can also sit above 4N, and shape and the classifier together tell them from single\n",
"nuclei with extra DNA. Cells that died before imaging are missing altogether, so a knockout that kills its arrested\n",
"cells shows fewer of them than it made."
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "27ec1a1c",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-14T21:02:21.687555Z",
"iopub.status.busy": "2026-11-14T21:02:21.687257Z",
"iopub.status.idle": "2026-11-14T21:02:21.755190Z",
"shell.execute_reply": "2026-11-14T21:02:21.754519Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
nuclei above 4N
\n",
"
median area
\n",
"
median solidity
\n",
"
share irregular
\n",
"
share mitotic
\n",
"
\n",
" \n",
" \n",
"
\n",
"
DTL
\n",
"
660
\n",
"
2660.5
\n",
"
0.980
\n",
"
0.014
\n",
"
0.005
\n",
"
\n",
"
\n",
"
HAUS6
\n",
"
69
\n",
"
2058.0
\n",
"
0.960
\n",
"
0.435
\n",
"
0.884
\n",
"
\n",
"
\n",
"
ITGAV
\n",
"
43
\n",
"
2163.0
\n",
"
0.963
\n",
"
0.442
\n",
"
0.302
\n",
"
\n",
"
\n",
"
PSMB7
\n",
"
42
\n",
"
2467.0
\n",
"
0.979
\n",
"
0.095
\n",
"
0.119
\n",
"
\n",
"
\n",
"
RRM1
\n",
"
40
\n",
"
2625.5
\n",
"
0.975
\n",
"
0.300
\n",
"
0.325
\n",
"
\n",
"
\n",
"
SF3B3
\n",
"
32
\n",
"
1916.5
\n",
"
0.967
\n",
"
0.375
\n",
"
0.531
\n",
"
\n",
"
\n",
"
SKA2
\n",
"
31
\n",
"
1913.0
\n",
"
0.965
\n",
"
0.323
\n",
"
0.677
\n",
"
\n",
"
\n",
"
TLN1
\n",
"
21
\n",
"
1939.0
\n",
"
0.966
\n",
"
0.333
\n",
"
0.429
\n",
"
\n",
"
\n",
"
nontargeting
\n",
"
261
\n",
"
1959.0
\n",
"
0.959
\n",
"
0.479
\n",
"
0.598
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" nuclei above 4N median area median solidity share irregular \\\n",
"DTL 660 2660.5 0.980 0.014 \n",
"HAUS6 69 2058.0 0.960 0.435 \n",
"ITGAV 43 2163.0 0.963 0.442 \n",
"PSMB7 42 2467.0 0.979 0.095 \n",
"RRM1 40 2625.5 0.975 0.300 \n",
"SF3B3 32 1916.5 0.967 0.375 \n",
"SKA2 31 1913.0 0.965 0.323 \n",
"TLN1 21 1939.0 0.966 0.333 \n",
"nontargeting 261 1959.0 0.959 0.479 \n",
"\n",
" share mitotic \n",
"DTL 0.005 \n",
"HAUS6 0.884 \n",
"ITGAV 0.302 \n",
"PSMB7 0.119 \n",
"RRM1 0.325 \n",
"SF3B3 0.531 \n",
"SKA2 0.677 \n",
"TLN1 0.429 \n",
"nontargeting 0.598 "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"shape = cells[:, [\"Nuclei_AreaShape_Area\", \"Nuclei_AreaShape_Solidity\"]].to_df()\n",
"above = (cells.obs[\"cell_cycle_phase\"] == \"above-4N\").to_numpy()\n",
"pd.DataFrame(\n",
" {\n",
" \"nuclei above 4N\": pd.Series(above).groupby(gene).sum(),\n",
" \"median area\": shape.loc[above, \"Nuclei_AreaShape_Area\"].groupby(gene[above]).median(),\n",
" \"median solidity\": shape.loc[above, \"Nuclei_AreaShape_Solidity\"].groupby(gene[above]).median(),\n",
" \"share irregular\": (cells.obs.loc[above, \"cell_cycle_qc\"] == \"irregular\").groupby(gene[above]).mean(),\n",
" \"share mitotic\": mitotic[above].groupby(gene[above]).mean(),\n",
" }\n",
").round(3)"
]
},
{
"cell_type": "markdown",
"id": "a099e629",
"metadata": {},
"source": [
"DTL's 660 nuclei above 4N look like single, large nuclei. Their median solidity is 0.980 and their median area\n",
"2,660 pixels, against 0.959 and 1,959 pixels for the controls' 261, and fewer than 1% of them are mitotic. The\n",
"controls' nuclei above 4N are mostly mitotic figures or merged nuclei, since 60% of them are mitotic and 48% are\n",
"irregular. So DTL's excess above 4N comes from single nuclei, as re-replication would produce, not from merged\n",
"nuclei."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.13.15"
}
},
"nbformat": 4,
"nbformat_minor": 5
}