add msc working utils

1 files changed, 0 insertions, 315 deletions

diff --git a/megapixels/notebooks/datasets/megaface/megaface_prepare_flickr_api.ipynb b/megapixels/notebooks/datasets/megaface/megaface_prepare_flickr_api.ipynb
deleted file mode 100644
index 48133228..00000000
--- a/megapixels/notebooks/datasets/megaface/megaface_prepare_flickr_api.ipynb
+++ /dev/null
@@ -1,315 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Prepare Flickr API Batch CSV"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%reload_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "import os\n",
-    "from os.path import join\n",
-    "from glob import glob, iglob\n",
-    "from pathlib import Path\n",
-    "from tqdm import tqdm_notebook as tqdm\n",
-    "\n",
-    "import pandas as pd"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Create CSV for API"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "| filepath | query |\n",
-    "|:---|:---|\n",
-    "| 12234 | 12234@123|"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 72,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fp_in_dir_ids = '/data_store_ssd_perrier/datasets/people/megaface/downloads/MegafaceIdentities_VGG_META/'\n",
-    "fp_out_queries = '/data_store_hdd/datasets/people/megaface/research/megaface_flickr_api_queries.csv'\n",
-    "fp_out_queries_full = '/data_store_hdd/datasets/people/megaface/research/megaface_flickr_api_queries_full.csv'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "nsid_paths = glob(join(fp_in_dir_ids, '*'))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "1ab58c3dd0934591b0ea3f2da77003f5",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "HBox(children=(IntProgress(value=0, max=672057), HTML(value='')))"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "items = []\n",
-    "for nsid_path in tqdm(nsid_paths):\n",
-    "  nsid_full = Path(nsid_path).name\n",
-    "  nsid = nsid_full.split('_')[0]\n",
-    "  json_files = glob(join(fp_in_dir_ids, nsid_path, '*.json'))\n",
-    "  for json_file in json_files:\n",
-    "    nsid_id_json = file_utils.load_json(json_file)\n",
-    "    full_image_url = nsid_id_json.get('full_img_url')\n",
-    "    obj = {'nsid': nsid, 'nsid_full': nsid_full, 'full_image_url': full_image_url}\n",
-    "    items.append(obj)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 75,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df = pd.DataFrame.from_dict(items)\n",
-    "df.to_csv(fp_out_queries_full, index=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "count_lookup = {}\n",
-    "for item in items:\n",
-    "  nsid = item['nsid']\n",
-    "  if not nsid in count_lookup.keys():\n",
-    "    count_lookup[nsid] = 0\n",
-    "  count_lookup[nsid] += 1"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Combine MegaFace Flickr API Meta for User/NSID"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 77,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fp_in_dir = '/media/adam/ah8tb/data_store/datasets/people/megaface/research/flickr_api_dump'\n",
-    "fp_files = glob(join(fp_in_dir, '*.json'))\n",
-    "fp_files_err = [f for f in fp_files if '.txt' in f]\n",
-    "fp_files = [f for f in fp_files if '.txt' not in f]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 78,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "46906\n",
-      "0\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(len(fp_files))\n",
-    "print(len(fp_files_err))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# combine files into single CSV"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "```\n",
-    "{\n",
-    "  \"stat\": \"ok\",\n",
-    "  \"user\": {\n",
-    "    \"nsid\": \"7122726@N03\",\n",
-    "    \"url\": \"https://www.flickr.com/people/tdbsca/\"\n",
-    "  }\n",
-    "}\n",
-    "```"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 99,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "c304096902584115be0c1a86accf2f69",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "HBox(children=(IntProgress(value=0, max=46906), HTML(value='')))"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "meta_records = []\n",
-    "for fp_file in tqdm(fp_files):\n",
-    "  data = file_utils.load_json(fp_file)\n",
-    "  user = data.get('user')\n",
-    "  nsid = user.get('nsid')\n",
-    "  path_alias = Path(user.get('url')).stem\n",
-    "  count = count_lookup.get(nsid)\n",
-    "  obj = {'path_alias': path_alias, 'nsid': nsid, 'count': count}\n",
-    "  meta_records.append(obj)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 100,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "46906\n"
-     ]
-    }
-   ],
-   "source": [
-    "df_meta_records = pd.DataFrame.from_dict(meta_records)\n",
-    "print(len(df_meta_records))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 101,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df_meta_records.drop_duplicates(subset='nsid', keep='last', inplace=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 102,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "46906\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(len(df_meta_records))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 103,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fp_out_combined = '/data_store_hdd/datasets/people/megaface/research/megaface_flickr_meta_count.csv'\n",
-    "df_meta_records.to_csv(fp_out_combined, index=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 104,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4627187\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(df_meta_records['count'].sum())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "megapixels",
-   "language": "python",
-   "name": "megapixels"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}