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authoradamhrv <adam@ahprojects.com>2019-06-28 03:24:18 +0200
committeradamhrv <adam@ahprojects.com>2019-06-28 03:24:18 +0200
commit8d4aa1c5b24eb8770633cd586eb85617b32bb5c5 (patch)
treee2bf2013f5c7ca874c4270ef5be6b0d0b8ac0d3a /megapixels/notebooks/msc
parenteb7237380259aee873594c7bfbc04514dfa0698b (diff)
msc nbs
Diffstat (limited to 'megapixels/notebooks/msc')
-rwxr-xr-xmegapixels/notebooks/msc/plotter.ipynb73
1 files changed, 49 insertions, 24 deletions
diff --git a/megapixels/notebooks/msc/plotter.ipynb b/megapixels/notebooks/msc/plotter.ipynb
index 9da31a8b..0626ddfa 100755
--- a/megapixels/notebooks/msc/plotter.ipynb
+++ b/megapixels/notebooks/msc/plotter.ipynb
@@ -9,7 +9,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
@@ -45,7 +45,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
@@ -61,7 +61,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
@@ -73,7 +73,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
@@ -82,7 +82,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
@@ -108,7 +108,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
@@ -120,7 +120,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 83,
"metadata": {},
"outputs": [
{
@@ -146,27 +146,47 @@
" <th></th>\n",
" <th>images</th>\n",
" </tr>\n",
+ " <tr>\n",
+ " <th>source</th>\n",
+ " <th></th>\n",
+ " </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Search Engines</th>\n",
- " <td>15063600</td>\n",
+ " <td>30127200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Flickr.com</th>\n",
- " <td>5891944</td>\n",
+ " <td>11783888</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IMDb.com</th>\n",
- " <td>2625705</td>\n",
+ " <td>5251410</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CCTV</th>\n",
- " <td>463507</td>\n",
+ " <td>959312</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Wikimedia.org</th>\n",
+ " <td>183500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Mugshots</th>\n",
+ " <td>113268</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>YouTube.com</th>\n",
+ " <td>31888</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Livecams</th>\n",
+ " <td>23834</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Other Sources Combined</th>\n",
- " <td>176245</td>\n",
+ " <td>13210</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
@@ -174,14 +194,19 @@
],
"text/plain": [
" images\n",
- "Search Engines 15063600\n",
- "Flickr.com 5891944\n",
- "IMDb.com 2625705\n",
- "CCTV 463507\n",
- "Other Sources Combined 176245"
+ "source \n",
+ "Search Engines 30127200\n",
+ "Flickr.com 11783888\n",
+ "IMDb.com 5251410\n",
+ "CCTV 959312\n",
+ "Wikimedia.org 183500\n",
+ "Mugshots 113268\n",
+ "YouTube.com 31888\n",
+ "Livecams 23834\n",
+ "Other Sources Combined 13210"
]
},
- "execution_count": 7,
+ "execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
@@ -190,19 +215,19 @@
"df_sums = pd.DataFrame({'images':list(sums.values())}, index=sums.keys())\n",
"\n",
"# get top N\n",
- "ntop = 4\n",
+ "ntop = 8\n",
"k = 'images'\n",
"df_top = df_sums.nlargest(ntop, k)\n",
"df_bot = df_sums.nsmallest(len(df_sums) - ntop, k)\n",
"df_tmp = pd.DataFrame.from_dict({'tmp': ['Other Sources Combined'], k: df_bot[k].sum()}).set_index('tmp')\n",
"df_sums = df_top.append(df_tmp)\n",
- "\n",
+ "df_sums.index.name = 'source'\n",
"df_sums.head(10)"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 76,
"metadata": {},
"outputs": [
{
@@ -224,14 +249,14 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 77,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
- "image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 1080x1080 with 1 Axes>"
]
@@ -250,7 +275,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 78,
"metadata": {},
"outputs": [],
"source": [